Measuring Metacognitions about Social Media Use and their Contribution to Problematic Social Network Use in Relation to User Expectancies

Understanding the Health and Well-Being of Early Adolescents Throughout the World: Findings From the 2017–2018 Survey of Health Behavior in School-Aged Children

Navigating Social Media in #Ophthalmology

Much of the existing literature on the influence of social media use on well-being has focused on Facebook. Additionally, there exist inconsistencies in how different aspects of social media use (i.e., duration, problematic use, and emotional investment) impact well-being. Thus, the present study aimed to investigate how engagement with social media (Instagram and TikTok) was related to problematic social media use and mental well-being. Additionally, this study examined individuals’ emotional investment (value attributed to “likes” and social media followers) on each platform and how this related to problematic social media use and well-being. In this correlational study, 252 participants completed an online questionnaire including validated scales (e.g., the Rosenberg self-esteem scale) and items measuring the time spent on each platform (minutes per day) and the importance of likes, and followers. Time spent on TikTok was a significant positive predictor of problematic social media use, depression, and self-esteem, however, did not predict loneliness. Time spent on Instagram was a significant positive predictor of problematic social media use, but not any other well-being factors. These latter findings highlight the need to investigate additional factors related to how individuals are using social media, as duration is not a sufficient predictor of well-being. Problematic social media use was a significant positive predictor of depression and self-esteem, but not loneliness. Emotional investment varied in predicting problematic social media use and well-being across the two social media platforms. Present findings may alert clinical psychologists to the importance of monitoring social media use in clinical populations.

Does social media use make us happy? A meta-analysis on social media and positive well-being outcomes

Social norms and e-motions in problematic social media use among adolescents

BackgroundSexual and gender minority (SGM) individuals experience minority stress, especially when they lack social support. SGM young adults may turn to social media in search of a supportive community; however, social media use can become problematic when it interferes with functioning. Problematic social media use may be associated with experiences of minority stress among SGM young adults.ObjectiveThe objective of this study is to examine the associations among social media use, SGM-related internalized stigma, emotional social support, and depressive symptoms in SGM young adults.MethodsParticipants were SGM young adults who were regular (≥4 days per week) social media users (N=302) and had enrolled in Facebook smoking cessation interventions. As part of a baseline assessment, participants self-reported problematic social media use (characterized by salience, tolerance, and withdrawal-like experiences; adapted from the Facebook Addiction Scale), hours of social media use per week, internalized SGM stigma, perceived emotional social support, and depressive symptoms. Pearson correlations tested bivariate associations among problematic social media use, hours of social media use, internalized SGM stigma, perceived emotional social support, and depressive symptoms. Multiple linear regression examined the associations between the aforementioned variables and problematic social media use and was adjusted for gender identity.ResultsA total of 302 SGM young adults were included in the analyses (assigned female at birth: 218/302, 72.2%; non-Hispanic White: 188/302, 62.3%; age: mean 21.9 years, SD 2.2 years). The sexual identity composition of the sample was 59.3% (179/302) bisexual and/or pansexual, 17.2% (52/302) gay, 16.9% (51/302) lesbian, and 6.6% (20/302) other. The gender identity composition of the sample was 61.3% (185/302) cisgender; 24.2% (73/302) genderqueer, fluid, nonbinary, or other; and 14.6% (44/302) transgender. Problematic social media use averaged 2.53 (SD 0.94) on a 5-point scale, with a median of 17 hours of social media use per week (approximately 2.5 h per day). Participants with greater problematic social media use had greater internalized SGM stigma (r=0.22; P<.001) and depressive symptoms (r=0.22; P<.001) and lower perceived emotional social support (r=−0.15; P=.007). Greater internalized SGM stigma remained was significantly associated with greater problematic social media use after accounting for the time spent on social media and other correlates (P<.001). In addition, participants with greater depressive symptoms had marginally greater problematic social media use (P=.05). In sum, signs of problematic social media use were more likely to occur among SGM young adults who had internalized SGM stigma and depressive symptoms.ConclusionsTaken together, problematic social media use among SGM young adults was associated with negative psychological experiences, including internalized stigma, low social support, and depressive symptoms. SGM young adults experiencing minority stress may be at risk for problematic social media use.

BackgroundIn the digital age, the relationship between social media use and mental health has gained significant attention. Problematic social media use can negatively affect mental health, while mental health literacy plays a crucial role in mitigating these effects.ObjectiveThis study aimed to explore the relationships between problematic social media use, mental health literacy, and their interaction with depression among nursing students.MethodsA convenience sample of 628 nursing students from a university was selected. Participants completed questionnaires assessing social media use, mental health literacy, and depressive symptoms. The tools used included the PHQ-9, the Youth Mental Health Literacy Scale, and the Problematic Use of Mobile Social Media Scale. Multiple logistic regression was performed to examine associations.ResultsThe average score for problematic social media use was 56.29 ± 16.22, with 159 students (24.84%) exhibiting problematic behaviors. The average depression score was 5.19 ± 5.32, with 296 students (46.25%) showing depressive symptoms. The average mental health literacy score was 82.46 ± 13.24, with 191 students (29.84%) demonstrating adequate literacy. Logistic regression analysis revealed that both problematic social media use and low mental health literacy were risk factors for depression, with additive and multiplicative interactions. Nursing students with both problematic social media use and low mental health literacy had the highest depression detection rate of 77.2% (88/114), with an odds ratio (OR) of 6.464.ConclusionsDepression is prevalent among nursing students. Problematic social media use and low mental health literacy are significant risk factors for depression, and their interaction significantly increases the risk. Reducing problematic social media use and improving mental health literacy can help prevent depression and other negative emotional states among nursing students.

Background Social media can influence alcohol initiation behaviors such as sipping, which can lead to future adverse alcohol-related outcomes. Few studies have examined the role of problematic social media use, characterized by addiction, mood modification, tolerance, withdrawal, conflict, and relapse, especially in early adolescence. Objective To examine the prospective association between social media use and sipping alcohol in a nationwide sample of early adolescents, and the extent to which problematic social media use mediates the association. Methods We analyzed prospective data from the Adolescent Brain Cognitive Development Study (N = 7514; ages 9–10 years at baseline; 2016–2018) to estimate associations between social media time (Year 1) and alcohol sipping (Year 3) using modified Poisson regression, adjusting for confounders and testing problematic social media use (Year 2) as a mediator. Results Social media time (Year 1) was prospectively associated with 1.31 (95% confidence interval 1.20–1.43) times higher risk of new-onset sipping (Year 3). The association between social media time and new-onset alcohol sipping was partially mediated by problematic social media use at Year 2 (25.0% reduction in the association between the former two factors after adding problematic social media use, p = 0.002). Conclusions Time spent on social media was associated with a higher risk of alcohol sipping in a diverse national sample of early adolescents, and the association was partially mediated by problematic social media use. Media literacy education and family media use plans could advise early adolescents about exposure to alcohol content on social media and warning signs for problematic use.

Cooperative Mentorship: Negotiating Social Media Use within the Family

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

#trial: clinical research in the age of social media

Problematic social media use is becoming a significant social and clinical concern, and there is growing research interest in the psychological factors involved, such as personality predispositions and the fear of missing out (FOMO). The present study investigated both the dark triad (DT, namely, narcissism, Machiavellianism, and psychopathy) and trait emotion intelligence (trait EI) in relation to the problematic use of technology and social media engagement and the mediating role of FOMO. A total of 788 people between 18 and 35 years old (M = 24.22; SD = 3.91; 75% women) were surveyed. The results showed that social media engagement was positively related to problematic social media use and negatively related to trait EI. In addition, problematic social media use was positively related to DT and negatively related to trait EI. Fear of missing out was positively related to social media engagement, problematic social media use, and DT, and negatively related to trait EI. Fear of missing out had a mediating effect on the relationship between personality dimensions, problematic social media use, and social media engagement. The extent to which personality traits may underpin problematic use of social media and the practical implications of the findings are discussed.

BackgroundDespite an increasing number of studies revealing both the benefits and harms of social media use on well-being, there is heterogeneity and a lack of consensus on how social media use is conceptualized, defined, and measured. Additionally, little is known whether existing literature focuses on ill-being or well-being outcomes and whether studies use theories.ObjectiveThe main objective of this review was to examine (1) how social media use has been conceptualized and measured, (2) what health and well-being outcomes have been focused on, and (3) whether studies used theories.MethodsStudies were located through a comprehensive search strategy involving 4 steps. First, keyword searches were conducted on 6 major databases: PubMed, Web of Science, PsycINFO, Embase, ProQuest, and Annual Reviews. Second, a search was conducted on Google Scholar using the same sets of search terms, and the first 100 results were examined. Third, the reference sections of reviews identified in the first 2 rounds of searches were examined, and finally, the reference lists of the final set of papers included in the review were searched. Through a multistage screening, papers that met our inclusion criteria were analyzed.ResultsThe review included a total of 233 papers published between 2007 and 2020 in 51 different countries. While 66 (28%) of the studies investigated the effects of the problematic use or addiction of social media on health and well-being, 167 (72%) studied the effects of social media use as a “normal” behavior. Most of the studies used measures assessing the time users spend using social media. Most of the studies that examined the effects of problematic social media use or addiction used addiction scales. Most studies examined the association of social media use with mental illnesses such as depression, anxiety, self-esteem, and loneliness. While there are a considerable number of studies investigating physical health outcomes such as self-rated health, sleep, and sitting time or lack of physical activity, relatively a small number of studies examined social, psychological, and emotional well-being. Most of the studies 183 (79%) did not use any theory.ConclusionsMost studies conceptualized social media use as a “normal” behavior and mostly used time-spent measures, whereas a considerable number of studies conceptualized social media use as an addiction and used various addiction measures. The studies disproportionately focused on investigating the associations of social media use with negative health and well-being outcomes. The findings suggest the need for going beyond time spent to more sophisticated measurement approaches that consider the multiplicity of activities that users perform on social media platforms and the need for more theory-based studies on the association of social media use with not only negative well-being or “ill-being” but also with positive health and well-being outcomes.

Childhood maltreatment and problematic social media use: The role of attachment and depression