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Yang X, Yan J, Cui Z. Exploring the association between social and emotional skills and online social experiences: a network analysis and latent profile analysis. Front Psychiatry 2025; 16:1582272. [PMID: 40370589 PMCID: PMC12075301 DOI: 10.3389/fpsyt.2025.1582272] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/24/2025] [Accepted: 04/08/2025] [Indexed: 05/16/2025] Open
Abstract
With the widespread use of social media, online social experiences have become increasingly influential on the mental health of young people. However, how individuals' socio-emotional skills modify these experiences remains unclear. This study conducted a survey of 1,422 Chinese university students and applied network analysis and latent profile analysis to explore the relationship between socio-emotional skills and online social experiences. The results showed that socio-emotional skills had a significant positive correlation with positive online social experiences and a significant negative correlation with negative online social experiences. Among these skills, stress resilience may serve as a key dimension for enhancing overall socio-emotional competence. Therefore, interventions targeting stress resilience could be particularly effective in helping individuals strengthen their broader socio-emotional skills, thereby improving their online social experiences. Additionally, the study found that positive and negative online social experiences are two distinct constructs, suggesting that intervention strategies should address them separately. These findings provide a theoretical foundation for developing targeted interventions to improve young people's online social experiences and promote their mental well-being.
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Affiliation(s)
- Xiaoli Yang
- School of Economics and Management, Yanshan University, Qinhuangdao, China
| | - Junyu Yan
- Department of Educational Psychology, East China Normal University, Shanghai, China
| | - Ziqian Cui
- School of Psychology, South China Normal University, Guangzhou, China
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Agyapong-Opoku N, Agyapong-Opoku F, Greenshaw AJ. Effects of Social Media Use on Youth and Adolescent Mental Health: A Scoping Review of Reviews. Behav Sci (Basel) 2025; 15:574. [PMID: 40426351 PMCID: PMC12108867 DOI: 10.3390/bs15050574] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2025] [Revised: 04/14/2025] [Accepted: 04/17/2025] [Indexed: 05/29/2025] Open
Abstract
Background: The impact of social media on adolescent mental health has become a critical area of research as social media usage has surged among youth. Despite extensive research, findings on this relationship remain inconsistent, with various studies reporting both negative and positive effects. This scoping review aims to clarify the multifaceted nature of this relationship by analyzing the recent literature. Objective: This review aims to analyze the current evidence regarding the effects of social media use on adolescent mental health, identify consistent patterns and discrepancies in the findings, identify gaps in our knowledge, and highlight opportunities for further research. Methods: A scoping review was conducted following Arksey and O'Malley's five-stage approach. Searches were performed in PubMed, MEDLINE, Web of Science, and Scopus for articles published between July 2020 and July 2024. Inclusion criteria were systematic reviews, umbrella reviews, narrative reviews, and meta-analyses written in English focusing on youth/adolescents' mental health and social media. The search strategy identified 1005 articles, of which 43 relevant articles survived the reviewer selection process, from which data were extracted and analyzed to inform this review. Results: The majority of studies linked social media use to adverse mental health outcomes, particularly depression and anxiety. However, the relationship was complex, with evidence suggesting that problematic use and passive consumption of social media were most strongly associated with adverse effects. In contrast, some studies highlighted positive aspects, including enhanced social support and reduced isolation. The mental health impact of social media use, specifically during the COVID-19 pandemic, was mixed, with the full range of neutral, negative, and positive effects reported. Conclusions: The nature of social media's impact on adolescent mental health is highly individualistic and influenced by moderating factors. This review supports the notion that social media's effects on adolescent mental health can be context specific and may be shaped by patterns of usage. A focus on longitudinal studies in future research will be useful for us to understand long-term effects and develop targeted interventions in this context. Enhancing digital literacy and creating supportive online environments are essential to maximizing the benefits of social media while mitigating its risks.
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Affiliation(s)
- Nadine Agyapong-Opoku
- Department of Psychiatry, University of Alberta, Edmonton, AB T6G 2R3, Canada; (F.A.-O.); (A.J.G.)
- College of Health Sciences, University of Ghana Medical School, Accra P.O. Box GP 4236, Ghana
| | - Felix Agyapong-Opoku
- Department of Psychiatry, University of Alberta, Edmonton, AB T6G 2R3, Canada; (F.A.-O.); (A.J.G.)
- School of Medicine, University of Galway, H91 TK33 Galway, Ireland
| | - Andrew J. Greenshaw
- Department of Psychiatry, University of Alberta, Edmonton, AB T6G 2R3, Canada; (F.A.-O.); (A.J.G.)
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Politte-Corn M, Pegg S, Dickey L, Kujawa A. Neural Reactivity to Social Reward Moderates the Association Between Social Media Use and Momentary Positive Affect in Adolescents. AFFECTIVE SCIENCE 2024; 5:281-294. [PMID: 39649462 PMCID: PMC11624162 DOI: 10.1007/s42761-024-00237-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/19/2023] [Accepted: 04/17/2024] [Indexed: 12/10/2024]
Abstract
Peer relationships take on increasing importance during adolescence, and there has been considerable debate about the effects of social media use on adolescent emotional health. Little work has examined individual differences in brain function that might impact these associations. In this study, we examined the reward positivity (RewP) to social and monetary reward as a moderator of the relation between social media use and concurrent momentary affect in adolescents. Participants were 145 adolescents aged 14-17 (M = 15.23; SD = 1.08; 64.1% female; 71.7% White) at varying risk for depression (47 high-risk based on maternal depression history, 50 low-risk, 48 currently depressed). Measures of social media use, positive affect (PA), and negative affect (NA) were obtained through ecological momentary assessment. In a laboratory session, adolescents completed a computerized peer feedback task and a monetary reward task to elicit the RewP to social and monetary reward feedback. Multilevel models indicated that social media use and a smaller RewP to monetary rewards were associated with lower PA. However, social (but not monetary) reward responsiveness moderated the effect of social media use on momentary PA, such that social media use was associated with lower PA for adolescents with a relatively blunted RewP to peer acceptance, but not for those with an enhanced social RewP. Exploratory analyses indicated that this moderation effect was specific to female adolescents. The results highlight neural reactivity to social reward as a potential factor contributing to variability in the effect of social media use on affective health.
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Affiliation(s)
- Madison Politte-Corn
- Department of Psychology, The Pennsylvania State University, 140 Moore Building, University Park, PA USA
| | - Samantha Pegg
- Department of Psychology and Human Development, Vanderbilt University, Nashville, TN USA
| | - Lindsay Dickey
- Department of Psychology and Human Development, Vanderbilt University, Nashville, TN USA
| | - Autumn Kujawa
- Department of Psychology and Human Development, Vanderbilt University, Nashville, TN USA
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Zhai G, Su J, Chen Z, Feng Y, Jiang Y, Liu T, Wu X. The Relationships Between Short Video Usage and Subjective Well-Being: Mediation Models and Network Analysis. Behav Sci (Basel) 2024; 14:1082. [PMID: 39594382 PMCID: PMC11590871 DOI: 10.3390/bs14111082] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2024] [Revised: 11/07/2024] [Accepted: 11/08/2024] [Indexed: 11/28/2024] Open
Abstract
On short video platforms, individuals can not only passively browse videos but also actively engage in behaviors such as liking and commenting on videos. However, the mechanisms by how active and passive usage of short videos affect subjective well-being remains unclear. Thus, this study aims to explore these mechanisms through path analysis and network analysis. We employed the Short Video Usage Questionnaire, Subjective Well-Being Scale, and Interaction Anxiety Scale to survey 1086 participants. The results indicated (1) the active usage positively predicted life satisfaction and positive affect, while passive usage failed to predict any of them. (2) Social anxiety mediated the relationship between short video usage and subjective well-being. Active usage enhanced life satisfaction and positive affect by alleviating social anxiety, while reducing negative affect by decreasing social anxiety. At the same time, passive usage reduced life satisfaction and positive affect by exacerbating social anxiety while increasing negative affect by intensifying social anxiety. (3) Network analysis revealed that "live interaction" behavior was a core activity for alleviating social anxiety and enhancing subjective well-being. The findings highlight the significant role of short video usage in subjective well-being and provide empirical evidence to guide users in the rational and positive usage of short video platforms.
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Affiliation(s)
- Guanghui Zhai
- Faculty of Psychology, Tianjin Normal University, Tianjin 300387, China; (G.Z.); (J.S.); (Z.C.); (Y.F.); (Y.J.); (T.L.)
| | - Jiahui Su
- Faculty of Psychology, Tianjin Normal University, Tianjin 300387, China; (G.Z.); (J.S.); (Z.C.); (Y.F.); (Y.J.); (T.L.)
| | - Zhouying Chen
- Faculty of Psychology, Tianjin Normal University, Tianjin 300387, China; (G.Z.); (J.S.); (Z.C.); (Y.F.); (Y.J.); (T.L.)
| | - Yang Feng
- Faculty of Psychology, Tianjin Normal University, Tianjin 300387, China; (G.Z.); (J.S.); (Z.C.); (Y.F.); (Y.J.); (T.L.)
| | - Yunpeng Jiang
- Faculty of Psychology, Tianjin Normal University, Tianjin 300387, China; (G.Z.); (J.S.); (Z.C.); (Y.F.); (Y.J.); (T.L.)
- Key Research Base of Humanities and Social Sciences of the Ministry of Education, Academy of Psychology and Behavior, Tianjin 300387, China
- Tianjin Social Science Laboratory of Students’ Mental Development and Learning, Tianjin 300387, China
| | - Tour Liu
- Faculty of Psychology, Tianjin Normal University, Tianjin 300387, China; (G.Z.); (J.S.); (Z.C.); (Y.F.); (Y.J.); (T.L.)
- Key Research Base of Humanities and Social Sciences of the Ministry of Education, Academy of Psychology and Behavior, Tianjin 300387, China
- Tianjin Social Science Laboratory of Students’ Mental Development and Learning, Tianjin 300387, China
| | - Xia Wu
- Faculty of Psychology, Tianjin Normal University, Tianjin 300387, China; (G.Z.); (J.S.); (Z.C.); (Y.F.); (Y.J.); (T.L.)
- Key Research Base of Humanities and Social Sciences of the Ministry of Education, Academy of Psychology and Behavior, Tianjin 300387, China
- Tianjin Social Science Laboratory of Students’ Mental Development and Learning, Tianjin 300387, China
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Liao CH. Exploring social media determinants in fostering pro-environmental behavior: insights from social impact theory and the theory of planned behavior. Front Psychol 2024; 15:1445549. [PMID: 39144588 PMCID: PMC11322476 DOI: 10.3389/fpsyg.2024.1445549] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2024] [Accepted: 07/17/2024] [Indexed: 08/16/2024] Open
Abstract
Introduction This study investigates the impact of social media on pro-environmental behavior (PEB) through the lenses of the Theory of Planned Behavior (TPB) and Social Impact Theory. The research aims to elucidate how social media influences Environmental Attitude (EA) and Subjective Norms (SN), and how these factors contribute to Behavioral Intentions (BI) that ultimately affect PEB. Additionally, it examines the moderating effect of Perceived Behavioral Control (PBC) on the relationship between BI and PEB. Methods To explore these relationships, the study employs a dual methodological approach using Variance-Based Structural Equation Modeling (VBSEM) and Artificial Neural Networks (ANN). Data were collected from two distinct samples: 1200 participants from Taiwan for the SEM analysis and 602 respondents for the ANN study. SEM was utilized to explore causal relationships, while ANN was employed to enhance predictive accuracy. Results The SEM analysis reveals that social media significantly affects both EA and SN, except for Social Networking Site Involvement (SNSI), which does not significantly impact EA. Additionally, the findings indicate that BI mediates the relationship between EA and PEB. However, BI does not mediate the SN-PEB relationship, and the link between SN and BI is found to be non-significant. Empirical evidence also suggests that PBC moderates the BI-PEB relationship, with a stronger influence observed under higher levels of PBC and a weaker influence under lower levels. Discussion These results underscore the complex dynamics between social media factors and pro-environmental behavior. The study concludes that while social media plays a significant role in shaping EA and SN, its impact on EA is not mediated by SNSI. Furthermore, PBC significantly moderates the BI-PEB relationship, highlighting its critical role in PEB. The discussion addresses the implications of these findings, acknowledges the limitations encountered, and suggests potential avenues for future research.
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Affiliation(s)
- Chi-Horng Liao
- Bachelor Program in Digital Media and Technology, Tzu Chi University, Hualien City, Taiwan
- Media Production and Education Center, Tzu Chi University, Hualien City, Taiwan
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Bottaro R, Valenti GD, Faraci P. Internet Addiction and Psychological Distress: Can Social Networking Site Addiction Affect Body Uneasiness Across Gender? A Mediation Model. EUROPES JOURNAL OF PSYCHOLOGY 2024; 20:41-62. [PMID: 38487602 PMCID: PMC10936664 DOI: 10.5964/ejop.10273] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2022] [Accepted: 09/20/2023] [Indexed: 03/17/2024]
Abstract
Introduction The Internet, with its unlimited information, revolutionary communication capabilities, and innovative potential to expand knowledge, is ubiquitous throughout the world, but it also has significant implications for users' mental health. Given the not yet clearly defined and distinguishable nosographic categories of online addiction and the resulting difficulties in describing the impact on users' mental health, the present cross-sectional study aimed to gain new insights into the relationship between Internet addiction (especially social networking site [SNS] addiction), psychological distress, and physical discomfort, as well as gender differences in impact among users. Method A sample of 583 Italian speakers (50.8% males; 48.7% females) with a mean age of 30.96 (SD = 12.12) completed an online survey in July 2021. A set of psychometric self-report instruments was administered to assess the study variables. Mediation analyses were performed for both the whole sample and across genders. Results The study found that men exhibited higher levels of Internet addiction and craving than women, but no differences were found for SNS addiction. Furthermore, indicators of psychological distress (i.e., anxiety, depression, stress, loneliness, insomnia, and self-esteem) mediated the association between SNS addiction and body uneasiness, with slight differences across genders. Conclusion This paper contributes to the existing literature on online addictive behaviors by also highlighting gender differences. The findings underscore the need for educational experiences that can prevent problematic use of the Internet and SNSs.
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Affiliation(s)
- Rossella Bottaro
- Department of Human and Social Sciences, University of Enna “Kore”, Enna, Italy
| | - Giusy Danila Valenti
- Department of Psychological, Educational Sciences and Human Movement, University of Palermo, Palermo, Italy
| | - Palmira Faraci
- Department of Human and Social Sciences, University of Enna “Kore”, Enna, Italy
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Uddin MA, Talukder MA, Ahmed MR, Khraisat A, Alazab A, Islam MM, Aryal S, Jibon FA. Data-driven strategies for digital native market segmentation using clustering. INTERNATIONAL JOURNAL OF COGNITIVE COMPUTING IN ENGINEERING 2024; 5:178-191. [DOI: 10.1016/j.ijcce.2024.04.002] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/30/2024]
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Jo H, Baek EM. Predictors of social networking service addiction. Sci Rep 2023; 13:16705. [PMID: 37794135 PMCID: PMC10550908 DOI: 10.1038/s41598-023-43796-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2023] [Accepted: 09/28/2023] [Indexed: 10/06/2023] Open
Abstract
The surge in social network services (SNS) usage has ignited concerns about potential addictive behaviors stemming from excessive engagement. This research focuses on pinpointing the primary determinants of SNS addiction by introducing a theoretical framework centered on flow, perceived enjoyment, and habit. A sample of 282 SNS users from South Korea was surveyed, and the gathered data was assessed through partial least squares structural equation modeling (PLS-SEM). The evaluation revealed that positive affect closely relates to flow and perceived enjoyment, whereas negative affect amplifies flow but diminishes perceived enjoyment. Additionally, the research underscored that social influence significantly shapes habits and affects perceived enjoyment. Notably, flow demonstrated a strong connection to addiction, and perceived enjoyment influenced both flow and habit significantly. Habit was directly linked to addiction. These insights pave the way for more in-depth studies on SNS addiction patterns and offer a foundation for devising effective strategies to mitigate its adverse effects.
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Affiliation(s)
- Hyeon Jo
- Headquarters, HJ Institute of Technology and Management, Jungdong-ro 71 39, Bucheon-si, Gyeonggi-do, 14721, Republic of Korea.
| | - Eun-Mi Baek
- Department of Preventive Medicine, College of Medicine, Catholic University of Korea, Seoul, Republic of Korea.
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