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Montag C, Demetrovics Z, Elhai JD, Grant D, Koning I, Rumpf HJ, M Spada M, Throuvala M, van den Eijnden R. Problematic social media use in childhood and adolescence. Addict Behav 2024; 153:107980. [PMID: 38387131 DOI: 10.1016/j.addbeh.2024.107980] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2023] [Revised: 01/23/2024] [Accepted: 02/05/2024] [Indexed: 02/24/2024]
Abstract
At the time of writing, about 4.59 billion people use social media with many adolescents using their social media accounts across a myriad of applications and platforms. According to recent statistics, in 2022 individuals spent an average of 151 minutes on social media each day, illustrating the global relevance of social media (Dixon, 2022a,b). One of the pressing questions, internationally, is whether social media use is harmful and/or addictive. This question is of particular importance because many teenagers - and younger adolescents - spend considerable time on these platforms, which have increasingly become an integral part of their lives. Moreover, considering lifespan development, adolescents may be particularly vulnerable to specific features and advertisements shown to them on social media platforms. Growing prevalence of poor mental health in young people has led to recent recommendations in the United States to routinely screen for anxiety in 8-18 year olds, and for depression and suicide risk for adolescents between 12-18 years of age (US Preventive Services Task Force et al., 2022 a,b) - the conditions often accompanying problematic social media use. The present work not only provides insights into the current state of the literature but provides also recommendations.
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Affiliation(s)
- Christian Montag
- Department of Molecular Psychology, Institute of Psychology and Education, Ulm University, Ulm, Germany.
| | - Zsolt Demetrovics
- Institute of Psychology, ELTE Eötvös Loránd University, Budapest, Hungary; Centre of Excellence in Responsible Gaming, University of Gibraltar, Gibraltar
| | - Jon D Elhai
- Department of Psychology, University of Toledo, Toledo, OH, United States; Department of Psychiatry, University of Toledo, Toledo, OH, United States
| | - Don Grant
- Center for Research and Innovation, Newport Healthcare, United States
| | - Ina Koning
- Faculty of Behavioural and Movement Sciences, Clinical Child and Family Studies, Vrije Universiteit Amsterdam, the Netherlands
| | - Hans-Jürgen Rumpf
- Department of Psychiatry and Psychotherapy, University of Lübeck, Lübeck, Germany
| | | | - Melina Throuvala
- International Gaming Research Unit, Department of Psychology, Nottingham Trent University, Nottingham, UK; Inclusion West Midlands Gambling Harms Clinic, Stafford, UK; Leicestershire Partnership NHS Trust, Paediatric Psychology, Child and Adolescent Mental Health Services, Leicester, UK
| | - Regina van den Eijnden
- Department of Interdisciplinary Social Science, Utrecht University, Utrecht, the Netherlands
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Wu W, Huang L, Yang F. Social anxiety and problematic social media use: A systematic review and meta-analysis. Addict Behav 2024; 153:107995. [PMID: 38401423 DOI: 10.1016/j.addbeh.2024.107995] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2023] [Revised: 02/17/2024] [Accepted: 02/19/2024] [Indexed: 02/26/2024]
Abstract
Some theories posit a close relationship between social anxiety and problematic social media use; however, empirical findings are inconsistent, and existing hypotheses are conflicting. Hence, we conducted a systematic review and meta-analysis to clarify the relationship between social anxiety and problematic social media use. After searching and screening the literature, we identified 53 studies, including 59,928 participants and 56 effect sizes, for analysis. A meta-analysis was subsequently performed using CMA software. Results showed that social anxiety and problematic social media use were highly positively correlated. The moderating effect results suggested that the relationship between social anxiety and problematic social media use was influenced by the measurement instrument, sex, publication year, and platform type; however, the relationship was not moderated by region and age. It is suggested to consider social anxiety in the treatment of problematic social media use.
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Affiliation(s)
- Wenfeng Wu
- School of Psychology, Guizhou Normal University, Guiyang, China
| | - Liangrong Huang
- School of Psychology, Guizhou Normal University, Guiyang, China.
| | - Fang Yang
- School of Psychology, Guizhou Normal University, Guiyang, China
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Servidio R, Soraci P, Griffiths MD, Boca S, Demetrovics Z. Fear of missing out and problematic social media use: A serial mediation model of social comparison and self-esteem. Addict Behav Rep 2024; 19:100536. [PMID: 38495391 PMCID: PMC10943642 DOI: 10.1016/j.abrep.2024.100536] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Revised: 02/16/2024] [Accepted: 03/03/2024] [Indexed: 03/19/2024] Open
Abstract
Background and aim Fear of Missing Out (FoMO) is consistently associated with problematic social media use (PSMU). Moreover, previous studies have shown a significant association between FoMO, self-esteem, and social comparison. However, there is a lack of studies that have investigated the relationship between, FoMO, social comparison, self-esteem, and PSMU in an integrated model. The present study hypothesized that FoMO may influence PSMU through the serial mediating role of social comparison and self-esteem. Method A cross-sectional survey study was conducted comprising 256 Italian university students (74.4% female), aged 18 to 38 years (M = 23.05 years; SD = 3.58). The participants completed an online survey assessing the variables of the study. Results Controlling for age and gender, the results showed positive associations between FoMO, social comparison, and PSMU, and a negative association between FoMO and self-esteem. Self-esteem was also negatively associated with PSMU. It was also found that social comparison and self-esteem sequentially mediated the association between FoMO and PSMU. Conclusions The present study contributes to understanding the mechanisms that underline the complex effects of FoMO on PSMU.
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Affiliation(s)
- Rocco Servidio
- Department of Culture, Education and Society, University of Calabria, Via Pietro Bucci, Building Cube 20/B, 87036 Arcavacata di Rende, Cosenza, Italy
| | - Paolo Soraci
- Università Niccolo Cusano, Via Don Carlo Gnocchi, n.3, Roma, Italy
| | - Mark D. Griffiths
- International Gaming Research Unit, Psychology Department, Nottingham Trent University, Nottingham, United Kingdom
| | - Stefano Boca
- Department of Psychology, Educational Science and Human Movement, University of Palermo, 90128 Palermo, Italy
| | - Zsolt Demetrovics
- Centre of Excellence in Responsible Gaming, University of Gibraltar, Gibraltar, Gibraltar, Spain
- Institute of Psychology, ELTE Eötvös Loránd University, Budapest, Hungary
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Gori A, Topino E, Griffiths MD. The Problematic Online Dating Apps Use Scale (PODAUS): Development and evaluation of its psychometric properties. Addict Behav Rep 2024; 19:100533. [PMID: 38357528 PMCID: PMC10864872 DOI: 10.1016/j.abrep.2024.100533] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2023] [Revised: 01/29/2024] [Accepted: 02/01/2024] [Indexed: 02/16/2024] Open
Abstract
The internet has facilitated significant transformations in interpersonal interactions, and offers new possibilities for finding romantic partners through the use of online dating apps. However, as with other technology-based tools, some individuals can develop problematic patterns of dating apps use, exhibiting symptoms resembling addiction. Consequently, the aim of the present study was the development of a new psychometric instrument to assess problematic dating apps use, the Problematic Online Dating Apps Use Scale (PODAUS), and the examination of its psychometric properties. The sample comprised 384 participants (254 females and 130 males; Mage=25.90 years; SD=5.21) who used dating apps daily. They completed an online survey including the PODAUS, Bergen Social Media Addiction Scale, Cyber Pornography Addiction Test, Love Addiction Inventory-Short-Form, and Ten-Item Personality Inventory. The PODAUS showed a one-factor structure with good indications of validity, reliability, and gender measurement invariance. Problematic online dating apps use was significantly associated with problematic social media use, problematic cyberpornography use, love addiction, and three personality traits (i.e., agreeableness, conscientiousness, and openness). The PODAUS is a new and succinct self-report measure that assesses problematic dating apps use, and can be easily used in both research and clinical practice.
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Affiliation(s)
- Alessio Gori
- Department of Health Sciences, University of Florence, Via di San Salvi 12, Pad. 26, 50135 Florence, Italy
- Integrated Psychodynamic Psychotherapy Institute (IPPI), via Ricasoli 32, 50122 Florence, Italy
| | - Eleonora Topino
- Department of Human Sciences, LUMSA University of Rome, Via della Traspontina 21, 00193 Rome, Italy
| | - Mark D. Griffiths
- International Gaming Research Unit, Psychology Department, Nottingham Trent University, 50 Shakespeare Street, Nottingham NG1 4FQ, UK
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Li J, Zhou Y, Liu Y, Yu Z, Gao X. Profiles of fear of missing out and their social media use among young adults: A six-month longitudinal study. Addict Behav 2024; 149:107899. [PMID: 37918124 DOI: 10.1016/j.addbeh.2023.107899] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Revised: 10/25/2023] [Accepted: 10/27/2023] [Indexed: 11/04/2023]
Abstract
This longitudinal study used a person-centered approach to differentiate fear of missing out (FoMO) among subgroups of individuals using latent profile analysis (LPA). The subgroups were identified according to trait-FoMO (a specific predisposition) and state-FoMO (a specific cognition in the online context) items. Data were collected from 1125 participants (70.04 % female, age range 17-26 years, Mage = 20.52 years). The LPA showed five distinct profiles: highest FoMO, high trait-FoMO high state-FoMO, high trait-FoMO low state-FoMO, low trait-FoMO high state-FoMO, and low trait-FoMO low state-FoMO. We further explored how these profiles relate to social media use. The results revealed significant differences between profiles in terms of social media engagement, social media self-control failure, and problematic social media use and could be used to predict social media use behaviors of 437 participants (77.35 % female, age range 18-27 years, Mage = 20.60 years) six months later. Thus, the combination of high trait-FoMO and high state-FoMO may mean more frequent social media engagement and could be an important risk factor for social media self-control failure and problematic social media use. Additionally, state-FoMO should be considered in prevention and intervention strategies aimed at addressing young adults' problematic social media use.
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Affiliation(s)
- Jiayu Li
- Faculty of Psychology, Southwest University, Chongqing, China; Key Laboratory of Cognition and Personality, Ministry of Education, Southwest University, Chongqing, China
| | - Yuhong Zhou
- Faculty of Psychology, Southwest University, Chongqing, China; Key Laboratory of Cognition and Personality, Ministry of Education, Southwest University, Chongqing, China
| | - Yang Liu
- Chenxi College, Hainan University, Haikou, China
| | - Zhixiang Yu
- Faculty of Psychology, Southwest University, Chongqing, China; Key Laboratory of Cognition and Personality, Ministry of Education, Southwest University, Chongqing, China
| | - Xuemei Gao
- Faculty of Psychology, Southwest University, Chongqing, China; Key Laboratory of Cognition and Personality, Ministry of Education, Southwest University, Chongqing, China.
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Wu P, Feng R, Zhang J. The relationship between loneliness and problematic social media usage in Chinese university students: a longitudinal study. BMC Psychol 2024; 12:13. [PMID: 38178215 PMCID: PMC10765645 DOI: 10.1186/s40359-023-01498-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2023] [Accepted: 12/19/2023] [Indexed: 01/06/2024] Open
Abstract
BACKGROUND A significant number of cross-sectional studies have explored the correlation between loneliness and problematic social media use. However, the causal relationship between these two key variables remains controversial, and the developmental relationship over time is unclear. METHODS We conducted a one-year longitudinal study with 538 Chinese college students using questionnaires and employing cross-lagged and latent growth models to investigate the causal relationship and developmental dynamics between loneliness and problematic social media use. RESULTS The results indicate that (a) loneliness and problematic social media use mutually and positively influence each other, establishing a bidirectional causal relationship; (b) Chinese college students experience a gradual increase in levels of loneliness and problematic social media use during their time in college; and (c) the intercept and slope of loneliness significantly and positively affect the intercept and slope of problematic social media use, and conversely, the intercept and slope of problematic social media use significantly and positively influence the intercept and slope of loneliness. CONCLUSION These findings reveal the longitudinal relationship between loneliness and problematic social media use among Chinese college students and offer insights for researchers and educators to intervene in college students' loneliness and problematic social media use from a developmental perspective.
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Affiliation(s)
- Peibo Wu
- Institute of Education, Xiamen University, Xiamen, People's Republic of China
- Zhong Yuan Institute of Science and Technology, Zhengzhou, People's Republic of China
| | - Rong Feng
- Institute of Education, Xiamen University, Xiamen, People's Republic of China.
- Propaganda Department, Taizhou University, Taizhou, People's Republic of China.
| | - Jindan Zhang
- Institute of Education, Xiamen University, Xiamen, People's Republic of China
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Lahti H, Kulmala M, Hietajärvi L, Lyyra N, Kleszczewska D, Boniel-Nissim M, Furstova J, van den Eijnden R, Sudeck G, Paakkari L. What Counteracts Problematic Social Media Use in Adolescence? A Cross-National Observational Study. J Adolesc Health 2024; 74:98-112. [PMID: 37777950 DOI: 10.1016/j.jadohealth.2023.07.026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/12/2022] [Revised: 06/13/2023] [Accepted: 07/21/2023] [Indexed: 10/02/2023]
Abstract
PURPOSE Social media use has increased rapidly during the past decade, raising concerns about adolescents who display problematic social media use (PSMU), as indicated by addiction-like symptoms (e.g., preoccupation, tolerance). We aimed to assess the extent to which an individual resource (health literacy), and social resources (friend support and family support), moderated the association between a range of individual characteristics (gender, age, family affluence, and depressive feelings) and PSMU; also the association between PSMU and health outcomes (self-rated health, life satisfaction, and sleep difficulties), both cross-nationally and nationally. METHODS Our sample included 22,226 adolescents from six European countries. We used data from the Health Behaviour in School-aged Children cross-sectional survey (2017/2018). Random-effects models and moderator analyses were applied. RESULTS Six moderations were found, with the resources moderating the association between individual characteristics and PSMU. One moderation emerged cross-nationally, namely that a higher level of family support was associated with a lower likelihood of PSMU, especially among adolescents who did not have frequent depressive feelings. In addition, five national moderations were identified. For example, a higher level of health literacy was associated with a lower likelihood of PSMU among Finnish girls. The resources were also found to moderate the association between PSMU and health outcomes, with two moderations emerging cross-nationally. For instance, a higher level of family support was related to higher self-rated health, especially among problematic users. In addition, nine national moderations were identified; these included a higher level of health literacy being associated with having less sleep difficulties, especially among problematic users in Germany. DISCUSSION In adolescence, health literacy, family support, and friend support have the potential to moderate the association between individual characteristics and PSMU, and between PSMU and health outcomes, cross-nationally and nationally. We recommend the use of universal and targeted interventions to promote individual and social resources to counteract PSMU.
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Affiliation(s)
- Henri Lahti
- Faculty of Sport and Health Sciences, University of Jyväskylä, Jyväskylä, Finland.
| | - Markus Kulmala
- Faculty of Sport and Health Sciences, University of Jyväskylä, Jyväskylä, Finland
| | - Lauri Hietajärvi
- Department of Education, University of Helsinki, Helsinki, Finland
| | - Nelli Lyyra
- Faculty of Sport and Health Sciences, University of Jyväskylä, Jyväskylä, Finland
| | | | - Meyran Boniel-Nissim
- School of Social Sciences and Humanities, Kinneret Academic College on the Sea of Galilee, Zemach, Israel
| | - Jana Furstova
- Olomouc University Social Health Institute, Palacký University Olomouc, Olomouc, Czech Republic
| | | | - Gorden Sudeck
- Department of Education and Health Research, Gorden Sudeck, Eberhard Karls University, Tübingen, Germany
| | - Leena Paakkari
- Faculty of Sport and Health Sciences, University of Jyväskylä, Jyväskylä, Finland
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Casale S, Akbari M, Seydavi M, Bocci Benucci S, Fioravanti G. Has the prevalence of problematic social media use increased over the past seven years and since the start of the COVID-19 pandemic? A meta-analysis of the studies published since the development of the Bergen social media addiction scale. Addict Behav 2023; 147:107838. [PMID: 37639837 DOI: 10.1016/j.addbeh.2023.107838] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Revised: 07/21/2023] [Accepted: 08/22/2023] [Indexed: 08/31/2023]
Abstract
Problematic Social Media Use (PSMU) has been defined as the lack of regulation of one's use of social media associated with negative outcomes in everyday functioning. Previous meta-analyses reported PSMU prevalence before the beginning of the COVID-19 pandemic and based the estimates on the cut-off scores, which are debatable in the current fields. The present meta-analysis aims to explore whether PSMU, as assessed by the most used self-report scale (i.e., the Bergen Social Media Addiction Scale; BSMAS), increased across the world (i) since the first published study on this topic (i.e., in the last seven years), (ii) since the beginning of the COVID-19 pandemic, and (iii) depending on age, gender and the income level of the countries. The meta-analysis involved 139 independent samples with 133,955 respondents from 32 countries spanning seven world regions. The results show that PSMU: (i) is significantly higher in low-income countries (LIC); (ii) did not increase in the last 7 years overall and after the beginning of the COVID-19 pandemic, except for LIC; (iii) did not vary depending on age and gender. The higher prevalence of PSMU reported during the COVID-19 pandemic by some single studies may have been a transient phenomenon to cope with physical distances in some countries, whilst, in others, an overall increase of PSMU occurred. High levels of PSMU in LIC might be explained based on socio-cultural differences between countries, but also with the higher prevalence of mental disorders in LIC since PSMU might be a symptom of other, more primary psychiatric disorders.
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Affiliation(s)
- Silvia Casale
- Department of Health Sciences, Psychology Unit, University of Florence, via di San Salvi 12, 50100 Florence, Italy.
| | - Mehdi Akbari
- Department of Clinical Psychology, Faculty of Psychology and Education, Kharazmi University, Tehran, Iran.
| | - Mohammad Seydavi
- Department of Clinical Psychology, Faculty of Psychology and Education, Kharazmi University, Tehran, Iran.
| | - Sara Bocci Benucci
- Department of Experimental and Clinical Medicine, University of Florence, Largo Brambilla, 3, 50134 Florence, Italy.
| | - Giulia Fioravanti
- Department of Health Sciences, Psychology Unit, University of Florence, via di San Salvi 12, 50100 Florence, Italy.
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Sireli O, Dayi A, Colak M. The mediating role of cognitive distortions in the relationship between problematic social media use and self-esteem in youth. Cogn Process 2023; 24:575-584. [PMID: 37605077 DOI: 10.1007/s10339-023-01155-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2022] [Accepted: 07/24/2023] [Indexed: 08/23/2023]
Abstract
Self-esteem expresses the individual's approach to himself and affects the whole life in terms of mental health. Another important factor affecting self-esteem, which has a critical importance for the youth period, is social media. In the literature, there are many studies examining the relationship between social media use and self-esteem of young people. In this study, it was aimed to investigate the relationship between problematic social media use and self-esteem in university students and to test the mediating role of cognitive distortions in the relationship between these two variables. The sample of the study consisted of 239 young individuals, 197 (82.4%) female, and 42 (17.6%) males, with a mean age of 20.62 ± 1.92 years, studying at a private university. Participants were evaluated by administering the "Rosenberg Self-Esteem Scale (RSES)", "Social Media Disorder Scale (SMD-9)", and "Cognitive Distortions Scale (CDS)". The scales were administered via an online survey. Results revealed that there was a negative significant relationship between the problematic social media use levels of the participants and their self-esteem. In the model established to evaluate the mediating role of cognitive distortions in the relationship between problematic social media use and self-esteem levels, in the first step, it was found that problematic social media use directly predicted self-esteem negatively. In the second step, it was determined that the use of problematic social media negatively predicted the mediating variable cognitive distortions. In the third step, when cognitive distortions, which are mediator variables, are added to the model in the relationship between problematic social media use and self-esteem; it was determined that cognitive distortions played a partial mediating role in the sub-dimensions of "self-perception", "self-blame", "hopelessness" and "seeing life as dangerous", while the sub-dimensions of "helplessness" and "total scale scores" played a full mediator role. Our findings show that there is a negative relationship between the problematic social media use of young people and their self-esteem levels, and cognitive distortions play a mediating role in the relationship between both variables.
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Affiliation(s)
| | - Ali Dayi
- Department of Psychiatry, Beykent University Faculty of Medicine, Istanbul, Turkey
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Montag C, Müller M, Pontes HM, Elhai JD. On fear of missing out, social networks use disorder tendencies and meaning in life. BMC Psychol 2023; 11:358. [PMID: 37884983 PMCID: PMC10601113 DOI: 10.1186/s40359-023-01342-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Accepted: 09/21/2023] [Indexed: 10/28/2023] Open
Abstract
Much research has been conducted on the association between social networks use disorder tendencies (SNUD; i.e. problematic social media use) and well-being. In more detail, a meta-analysis and further research suggest an inverse association between higher SNUD tendencies and lower well-being. In existing studies on social media use and well-being, this association has often been investigated by asking participants about their life satisfaction and/or emotional well-being. A path that has only recently been used to shed further light on SNUD tendencies is the assessment of meaning in life. Against this background, the present study aimed to investigate both the search for and presence of meaning in life in the context of SNUD tendencies in 955 participants. To the best of our knowledge and beyond what has been mentioned, this study is the first to investigate the links between meaning in life variables and state/trait fear of missing out (FoMO), with FoMO being a critical variable known to be linked to the overuse of digital technologies. In a structural equation model, we observed that associations between FoMO and meaning in life variables was mediated by SNUD tendencies. Although the present study is of cross-cultural nature and cannot establish causality, it might be the case that proneness to FoMO might trigger SNUD tendencies and as a consequence, results in more search for meaning in life, while hindering presence of meaning in life.
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Affiliation(s)
- Christian Montag
- Department of Molecular Psychology, Institute of Psychology and Education, Ulm University, Helmholtzstr. 8/1, 89081, Ulm, Germany.
| | - Marko Müller
- Department of Molecular Psychology, Institute of Psychology and Education, Ulm University, Helmholtzstr. 8/1, 89081, Ulm, Germany
| | - Halley M Pontes
- School of Psychological Sciences, Birkbeck, University of London, London, UK
| | - Jon D Elhai
- Department of Psychology and Department of Psychiatry, University of Toledo, Toledo, OH, USA
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Alshakhsi S, Babiker A, Montag C, Ali R. On the association between personality, fear of missing out (FoMO) and problematic social media use tendencies in European and Arabian samples. Acta Psychol (Amst) 2023; 240:104026. [PMID: 37722329 DOI: 10.1016/j.actpsy.2023.104026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2023] [Revised: 08/30/2023] [Accepted: 09/06/2023] [Indexed: 09/20/2023] Open
Abstract
Recent meta-analytical evidence indicates a mild association between higher neuroticism and lower conscientiousness scores and a tendency towards problematic social media use (PSMU). However, fear of missing out (FoMO) has emerged as a critical variable in understanding the positive link between neuroticism and PSMU. Given the replication crisis in psychology, this study aimed to reinvestigate personality-PSMU associations and, crucially, the less-studied FoMO mediation effect. To ensure generalizability of the findings, we recruited two diverse samples with European and Arabian backgrounds. The results revealed a significant total effect of neuroticism on PSMU for both cultural groups, with the European sample demonstrating a fully mediated effect via FoMO, whereas the Arab sample showed a partially mediated effect via FoMO, along with a significant direct effect. This study contributes to the existing literature by highlighting the importance of FoMO as a mediator between neuroticism and PSMU and some minor potential cultural differences in this association.
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Affiliation(s)
- Sameha Alshakhsi
- Division of Information and Computing Technology, College of Science and Engineering, Hamad Bin Khalifa University, Qatar.
| | - Areej Babiker
- Division of Information and Computing Technology, College of Science and Engineering, Hamad Bin Khalifa University, Qatar
| | - Christian Montag
- Department of Molecular Psychology, Institute of Psychology and Education, Ulm University, Ulm, Germany
| | - Raian Ali
- Division of Information and Computing Technology, College of Science and Engineering, Hamad Bin Khalifa University, Qatar.
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Peng P, Chen Z, Ren S, Liu Y, He R, Liang Y, Tan Y, Tang J, Chen X, Liao Y. Determination of the cutoff point for Smartphone Application-Based Addiction Scale for adolescents: a latent profile analysis. BMC Psychiatry 2023; 23:675. [PMID: 37716941 PMCID: PMC10504767 DOI: 10.1186/s12888-023-05170-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/22/2023] [Accepted: 09/08/2023] [Indexed: 09/18/2023] Open
Abstract
BACKGROUNDS The Smartphone Application-Based Addiction Scale (SABAS) is a validated 6-item measurement tool for assessing problematic smartphone use (PSU). However, the absence of established cutoff points for SABAS hinders its utilities. This study aimed to determine the optimal cutoff point for SABAS through latent profile analysis (LPA) and receiver operating characteristic curve (ROC) analyses among 63, 205. Chinese adolescents. Additionally, the study explored whether PSU screening with SABAS could effectively capture problematic social media use (PSMU) and internet gaming disorder (IGD). METHOD We recruited 63,205. adolescents using cluster sampling. Validated questionnaires were used to assess PSMU, IGD, and mental health (depression, anxiety, sleep disturbances, well-being, resilience, and externalizing and internalizing problems). RESULTS LPA identified a 3-class model for PSU, including low-risk users (38.6%, n = 24,388.), middle-risk users (42.5%, n = 26,885.), and high-risk users (18.9%, n = 11,932.). High-risk users were regarded as "PSU cases" in ROC analysis, which demonstrated an optimal cut-off point of 23 (sensitivity: 98.1%, specificity: 96.8%). According to the cutoff point, 21.1% (n = 13,317.) were identified as PSU. PSU adolescents displayed higher PSMU, IGD, and worse mental health. PSU screening effectively captured IGD (sensitivity: 86.8%, specificity: 84.5%) and PSMU (sensitivity: 84.5%, specificity: 80.2%). CONCLUSION A potential ideal threshold for utilizing SABAS to identify PSU could be 23 (out of 36). Employing SABAS as a screening tool for PSU holds the potential to reliably pinpoint both IGD and PSMU.
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Affiliation(s)
- Pu Peng
- Department of Psychiatry, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, 3 East Qingchun Road, Hangzhou, 310016, Zhejiang, China
- Department of Psychiatry, National Clinical Research Center for Mental Disorders, and National Center for Mental Disorders, The Second Xiangya Hospital of Central South University, Changsha, 410011, Hunan, China
| | - Zhangming Chen
- Department of Psychiatry, National Clinical Research Center for Mental Disorders, and National Center for Mental Disorders, The Second Xiangya Hospital of Central South University, Changsha, 410011, Hunan, China
| | - Silan Ren
- Department of Nursing, Sichuan Vocational College of Health and Rehabilitation, Zigong, Sichuan, China
| | - Yi Liu
- Department of Psychiatry, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, 3 East Qingchun Road, Hangzhou, 310016, Zhejiang, China
| | - Ruini He
- Department of Psychiatry, Zigong Mental Health Center, Zigong, Sichuan, China
| | - Yudiao Liang
- Department of Psychiatry, Zigong Mental Health Center, Zigong, Sichuan, China
| | - Youguo Tan
- Department of Psychiatry, Zigong Mental Health Center, Zigong, Sichuan, China
| | - Jinsong Tang
- Department of Psychiatry, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, 3 East Qingchun Road, Hangzhou, 310016, Zhejiang, China
| | - Xiaogang Chen
- Department of Psychiatry, National Clinical Research Center for Mental Disorders, and National Center for Mental Disorders, The Second Xiangya Hospital of Central South University, Changsha, 410011, Hunan, China
| | - Yanhui Liao
- Department of Psychiatry, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, 3 East Qingchun Road, Hangzhou, 310016, Zhejiang, China.
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Lee C, Choi Y, Kim K, Lim Y, Im H, Hong SJ. Health-promoting behavior among undergraduate students in the COVID-19 era: Its association with problematic use of social media, social isolation, and online health information-seeking behavior. Arch Psychiatr Nurs 2023; 45:1-6. [PMID: 37544683 PMCID: PMC10162475 DOI: 10.1016/j.apnu.2023.04.022] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/06/2022] [Revised: 04/11/2023] [Accepted: 04/30/2023] [Indexed: 08/08/2023]
Abstract
OBJECTIVE To examine the association between problematic use of social media, online health information-seeking, social isolation, and health-promoting behaviors among Korean undergraduate students. METHODS In total, 178 undergraduate students participated in this study. A multiple linear regression analysis was performed. RESULTS Predictors of health-promoting behaviors included overall time spent on social media, problematic social media use, social isolation, and online information-seeking, explaining 33.5 % of the variance in health-promoting behaviors. CONCLUSION Prolonged social media use and social isolation negatively affected undergraduate students' health-promoting behaviors, while online information-seeking positively affected them. Nurses should assist young adults in improving health-promoting behaviors by preventing problematic social media uses, reducing social isolation, and strengthening their online health information-seeking ability.
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Affiliation(s)
- Chaeyoung Lee
- College of Nursing, Korea University, Seoul, South Korea
| | - Yujeong Choi
- College of Nursing, Korea University, Seoul, South Korea
| | - Kyounghae Kim
- College of Nursing, Korea University, Seoul, South Korea; Institute of Nursing Research, Korea University, Seoul, South Korea; Transdisciplinary Major in Learning Health Systems, Department of Healthcare Sciences, Graduate School, Korea University, Seoul, South Korea
| | - Yein Lim
- College of Nursing, Korea University, Seoul, South Korea
| | - Haeun Im
- College of Nursing, Korea University, Seoul, South Korea
| | - Se Jin Hong
- College of Nursing, Gachon University, Incheon, South Korea.
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Geurts SM, Koning IM, Van den Eijnden RJJM, Vossen HGM. Predicting Adolescents' Problematic Social Media Use From Profiles of Internet-Specific Parenting Practices and General Parenting Dimensions. J Youth Adolesc 2023:10.1007/s10964-023-01816-4. [PMID: 37403002 DOI: 10.1007/s10964-023-01816-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Accepted: 06/19/2023] [Indexed: 07/06/2023]
Abstract
Although both Internet-specific and general parenting have been linked to adolescents' problematic social media use, until now they have been investigated as separate predictors of this behavior. As specific parenting practices occur in the broader general parenting context, this study examined how different Internet-specific parenting practices (Internet-specific rule setting, reactive restrictions towards Internet use, and co-use) and general parenting dimensions (responsiveness and autonomy-granting) co-occur, and act together in predicting adolescents' problematic social media use. Four-wave data of 400 adolescents (T1: M age = 13.51 years, SD = 2.15, 54% girls) were used. Latent profile analysis identified three parenting profiles: Limiting and less supportive (13.5%), Tolerant and supportive (25.5%), and Limiting and supportive (60.8%). Membership to Tolerant and supportive predicted lower scores on prospective problematic social media use than membership to the other profiles. Besides, membership to Limiting and supportive predicted lower scores on problematic social media use than membership to Limiting and less supportive. No robust moderation effects of adolescents' age and gender were found. These findings suggest that a supportive general parenting context rather than Internet use restrictions should be the focus when considering the prevention of adolescents' problematic social media use.
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Affiliation(s)
- Suzanne M Geurts
- Department of Interdisciplinary Social Science, Utrecht University, Utrecht, The Netherlands.
| | - Ina M Koning
- Department of Educational and Family Studies, VU Universiteit Amsterdam, Amsterdam, The Netherlands
| | | | - Helen G M Vossen
- Department of Clinical Child and Family Studies, Utrecht University, Utrecht, The Netherlands
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15
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Moretta T, Franceschini C, Musetti A. Loneliness and problematic social networking sites use in young adults with poor vs. good sleep quality: The moderating role of gender. Addict Behav 2023; 142:107687. [PMID: 36917895 DOI: 10.1016/j.addbeh.2023.107687] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2022] [Revised: 02/23/2023] [Accepted: 03/04/2023] [Indexed: 03/09/2023]
Abstract
Despite the evidence of a relationship between loneliness, problematic social networking sites use (PSNSU), and sleep quality, associations between specific PSNSU symptoms and loneliness in individuals with poor vs. good sleep quality and possible gender differences have yet to be understood. We examined the relationships between loneliness and PSNSU symptoms (i.e., preference for online social interaction - POSI, mood regulation, deficient self-regulation, and negative outcomes), and possible moderating effects of gender for individuals with poor vs. good sleep quality. Seven hundred and sixty-three young adults completed an online survey including self-report measures of sleep quality, loneliness, and PSNSU symptoms. Individuals with poor sleep quality reported higher levels of loneliness and greater scores on all PSNSU domains than those with good sleep quality. Slope analyses revealed that in men vs. women with poor sleep quality, greater deficient self-regulation of social networking sites use was associated with lower levels of loneliness. Conversely, in men vs. women with good sleep quality, greater POSI was associated with higher levels of loneliness. Our findings showed that individuals with poor sleep quality are characterized by higher levels of loneliness and more severe PSNSU symptoms that may be the result of sleep disturbance-related metabolic, neural, and hormonal processes. Moreover, our results highlight gender differences for individuals with poor vs. good sleep quality which may help clarify the nature of the association between loneliness and PSNSU.
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Affiliation(s)
- Tania Moretta
- Department of General Psychology, University of Padova, Via Venezia 8, 35131 Padova, Italy.
| | - Christian Franceschini
- Department of Medicine and Surgery, University of Parma, Via Gramsci 14, 43126 Parma, Italy.
| | - Alessandro Musetti
- Department of Humanities, Social Sciences and Cultural Industries, University of Parma, Borgo Carissimi 10, 43121 Parma, Italy.
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16
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Tsilosani A, Chan K, Steffens A, Bolton TB, Kowalczyk WJ. Problematic social media use is associated with depression and similar to behavioral addictions: Physiological and behavioral evidence. Addict Behav 2023; 145:107781. [PMID: 37356318 DOI: 10.1016/j.addbeh.2023.107781] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Revised: 05/19/2023] [Accepted: 06/15/2023] [Indexed: 06/27/2023]
Abstract
While many studies have examined the relationship between problematic social media use (PSMU) and mental health disorders, little is known about reward responsiveness mechanisms that might be driving this relationship and the neurophysiological characteristics of PSMU. We surveyed 96 undergraduate students at a private liberal arts college in upstate NY. PSMU was assessed using the Social Media Disorder Scale. Fourteen Individuals endorsing in five or more and three or less categories on the Social Media Disorder Scale were offered and underwent resting state QEEG. Mental health was assessed with the Center for Epidemiological Studies Depression Scale Short Form, Social Interaction Anxiety Scale, Penn State Worry Questionnaire, the 10-item Perceived Stress Scale, and a locally developed measure of Substance Use Disorder. Reward and motivational systems were studied using the Brief Sensation Seeking Scale, Behavioral Inhibition/Behavioral Activation Scale, and Temporal Experience of Pleasure Scale. SMDS scores were associated with poorer mental health on all measures except substance use. SMDS scores were positively associated with the behavioral inhibition scale, and the anticipatory pleasure scale. QEEG results revealed a negative association of high PSMU and right central and frontal lobeta, right central beta, and a positive association with frontal alpha asymmetry. The study replicates findings that PSMU is associated with mental health issues. Further the pattern of reward response is different compared with other addictive behaviors. QEEG results are consistent with previous work in substance use and depression.
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Affiliation(s)
- Akaki Tsilosani
- Hartwick College, Department of Psychology, 1 Hartwick Dr, Oneonta, NY 13820, United States; Albany Medical College, Department of Regenerative and Cancer Cell Biology, 43 New Scotland Ave, Albany, NY 12208, United States.
| | - KinHo Chan
- Hartwick College, Department of Psychology, 1 Hartwick Dr, Oneonta, NY 13820, United States; Hamilton College, 198 College Hill Road, Clinton, NY 13323, United States.
| | - Adriana Steffens
- Mind Matters Regional Neurofeedback Centers, 189 Main Street, Oneonta, NY 13820, United States.
| | - Thomas B Bolton
- Hamilton College, 198 College Hill Road, Clinton, NY 13323, United States.
| | - William J Kowalczyk
- Hartwick College, Department of Psychology, 1 Hartwick Dr, Oneonta, NY 13820, United States.
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17
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Gori A, Topino E, Griffiths MD. The associations between attachment, self-esteem, fear of missing out, daily time expenditure, and problematic social media use: A path analysis model. Addict Behav 2023; 141:107633. [PMID: 36753932 DOI: 10.1016/j.addbeh.2023.107633] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Revised: 01/13/2023] [Accepted: 01/28/2023] [Indexed: 02/04/2023]
Abstract
The present study investigated the factors that may be associated with a dysfunctional use of social media use, by exploring the association between adult attachment patterns and problematic social media use and analyzing the sequential mediation of self-esteem, fear of missing out (FoMO), and time spent on social media. A sample of 470 social media users (Mage = 33.76 years; SD = 14.267; 70 % women) completed the Bergen Social Media Addiction Scale, Fear of Missing Out Scale, Rosenberg Self-Esteem Scale, and Relationship Questionnaire. Results showed a path analysis model providing an excellent fit to the data (χ2 = 2.939, p = 0.230; GFI = 0.998, TLI = 0.987, CFI = 0.998, RMSEA = 0.032, SRMR = 0.016). A significant and positive total effect in the associations between preoccupied and fearful attachment patterns and problematic social media use emerged. Both preoccupied and fearful attachment patterns were also related to self-esteem, FoMO, and time spent on social media, which were sequentially associated and were, in turn, significantly related to problematic social media use. Finally, when self-esteem, FoMO, and time spent on social media were added into the model, they totally mediated the relationships between preoccupied and fearful attachment patterns and problematic social media use, suggesting a full multiple mediation model (R2 = 0.33). Such data may provide useful information for clinical practice to develop tailored interventions and prevention programs to address the compensatory and problematic use of social media.
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Affiliation(s)
- Alessio Gori
- Department of Health Sciences, University of Florence, Via di San Salvi 12, Pad. 26, 50135 Florence, Italy; Integrated Psychodynamic Psychotherapy Institute (IPPI), via Ricasoli 32, 50122 Florence, Italy.
| | - Eleonora Topino
- Department of Human Sciences, LUMSA University of Rome, Via della Traspontina 21, 00193 Rome, Italy
| | - Mark D Griffiths
- International Gaming Research Unit, Psychology Department, Nottingham Trent University, 50 Shakespeare Street, Nottingham NG1 4FQ, UK
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18
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Tereshchenko SY. Neurobiological risk factors for problematic social media use as a specific form of Internet addiction: A narrative review. World J Psychiatry 2023; 13:160-173. [PMID: 37303928 PMCID: PMC10251362 DOI: 10.5498/wjp.v13.i5.160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Revised: 02/13/2023] [Accepted: 04/07/2023] [Indexed: 05/19/2023] Open
Abstract
Problematic social media use (PSMU) is a behavioral addiction, a specific form of problematic Internet use associated with the uncontrolled use of social networks. It is typical mostly for modern adolescents and young adults, which are the first generations fully grown up in the era of total digitalization of society. The modern biopsychosocial model of the formation of behavioral addictions, postulating the impact of a large number of biological, psychological, and social factors on addictive behavior formation, may be quite applicable to PSMU. In this narrative review, we discussed neurobiological risk factors for Internet addiction with a focus on current evidence on the association between PSMU and structural/ functional characteristics of the brain and autonomic nervous system, neurochemical correlations, and genetic features. A review of the literature shows that the vast majority of the mentioned neurobiological studies were focused on computer games addiction and generalized Internet addiction (without taking into account the consumed content). Even though a certain number of neuroimaging studies have been conducted for PSMU, there is practically no research on neuropeptide and genetic associations for PSMU to date. This fact points to the extremely high relevance of such studies.
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Affiliation(s)
- Sergey Yu Tereshchenko
- Department of Child's Physical and Mental Health, Federal Research Center “Krasnoyarsk Science Center of the Siberian Branch of the Russian Academy of Sciences”, Research Institute of Medical Problems of the North, Krasnoyarsk 660022, Russia
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19
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Kukreti S, Strong C, Chen JS, Chen YJ, Griffiths MD, Hsieh MT, Lin CY. The association of care burden with motivation of vaccine acceptance among caregivers of stroke patients during the COVID-19 pandemic: mediating roles of problematic social media use, worry, and fear. BMC Psychol 2023; 11:157. [PMID: 37183253 PMCID: PMC10183312 DOI: 10.1186/s40359-023-01186-3] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Accepted: 04/23/2023] [Indexed: 05/16/2023] Open
Abstract
BACKGROUND The aim of the present study was to investigate the relationship between care burden and motivation of COVID-19 vaccine acceptance among caregivers of patients who have experienced a stroke and to explore the mediating roles of social media use, fear of COVID-19, and worries about infection in this relationship. METHODS A cross-sectional survey study with 172 caregivers of patients who had experienced a stroke took part in a Taiwan community hospital. All participants completed the Zarit Burden Interview, Bergen Social Media Addiction Scale, Worry of Infection Scale, Fear of COVID-19 Scale, and Motors of COVID-19 Vaccine Acceptance Scale. Multiple linear regression model was applied to construct and explain the association among the variables. Hayes Process Macro (Models 4 and 6) was used to explain the mediation effects. RESULTS The proposed model significantly explained the direct association of care burden with motivation of COVID-19 vaccine acceptance. Despite the increased care burden associated with decreased vaccine acceptance, problematic social media use positively mediated this association. Moreover, problematic social media use had sequential mediating effects together with worry of infection or fear of COVID-19 in the association between care burden and motivation of vaccine acceptance. Care burden was associated with motivation of vaccine acceptance through problematic social media use followed by worry of infection. CONCLUSIONS Increased care burden among caregivers of patients who have experienced a stroke may lead to lower COVID-19 vaccines acceptance. Moreover, problematic social media use was positively associated with their motivation to get COVID-19 vaccinated. Therefore, health experts and practitioners should actively disseminate accurate and trustworthy factual information regarding COVID-19, while taking care of the psychological problems among caregivers of patients who have experienced a stroke.
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Affiliation(s)
- Shikha Kukreti
- Department of Public Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Carol Strong
- Department of Public Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Jung-Sheng Chen
- Department of Medical Research, E-Da Hospital, Kaohsiung, 82445, Taiwan
| | - Yi-Jung Chen
- Institute of Allied Health Sciences, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, 1 University Rd, Tainan, 701, Taiwan
| | - Mark D Griffiths
- International Gaming Research Unit, Psychology Department, Nottingham Trent University, Nottingham, NG1 4FQ, UK
| | - Meng-Tsang Hsieh
- Stroke Center and Department of Neurology, E-Da Hospital, I-Shou University, Kaohsiung, 82445, Taiwan.
- School of Medicine, College of Medicine, I-Shou University, Kaohsiung, 82445, Taiwan.
- Institute of Clinical Medicine, College of Medicine, National Cheng Kung University, Tainan, 70101, Taiwan.
| | - Chung-Ying Lin
- Department of Public Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan.
- Institute of Allied Health Sciences, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, 1 University Rd, Tainan, 701, Taiwan.
- Biostatistics Consulting Center, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, 70101, Taiwan.
- Department of Occupational Therapy, College of Medicine, National Cheng Kung University, Tainan, 70101, Taiwan.
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20
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Peng P, Liao Y. Six addiction components of problematic social media use in relation to depression, anxiety, and stress symptoms: a latent profile analysis and network analysis. BMC Psychiatry 2023; 23:321. [PMID: 37158854 PMCID: PMC10166459 DOI: 10.1186/s12888-023-04837-2] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/03/2023] [Accepted: 05/03/2023] [Indexed: 05/10/2023] Open
Abstract
BACKGROUNDS Components of addiction (salience, tolerance, mood modification, relapse, withdrawal, and conflict) is the most cited theoretical framework for problematic social media use (PSMU). However, studies criticized its ability to distinguish problematic users from engaged users. We aimed to assess the association of the six criteria with depression, anxiety, and stress at a symptom level. METHODS Ten thousand six hundred sixty-eight participants were recruited. Bergen Social Media Addiction Scale (BSMAS) was used to detect six addiction components in PSMU. We applied the depression-anxiety-stress scale to assess mental distress. Latent profile analysis (LPA) was conducted based on BSMAS items. Network analysis (NA) was performed to determine the symptom-symptom interaction of PSMU and mental distress. RESULTS (1) Social media users were divided into five subgroups including occasional users (10.6%, n = 1127), regular users (31.0%, n = 3309), high engagement low risk users (10.4%, n = 1115), at-risk users (38.1%, n = 4070), and problematic users (9.8%, n = 1047); (2) PSMU and mental distress varied markedly across subgroups. Problematic users had the most severe PSMU, depression, anxiety, and stress symptoms. High engagement users scored high on tolerance and salience criteria of PSMU but displayed little mental distress; (3) NA showed conflict and mood modification was the bridge symptoms across the network, while salience and tolerance exhibited weak association with mental distress. CONCLUSIONS Salience and tolerance might not distinguish engaged users from problematic users. New frameworks and assessment tools focusing on the negative consequences of social media usage are needed.
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Affiliation(s)
- Pu Peng
- Department of Psychiatry, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, 3 East Qingchun Road, Hangzhou, 310016, Zhejiang, China
- Department of Psychiatry, National Clinical Research Center for Mental Disorders, and National Center for Mental Disorders, The Second Xiangya Hospital of Central South University, Changsha, Hunan, China
| | - Yanhui Liao
- Department of Psychiatry, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, 3 East Qingchun Road, Hangzhou, 310016, Zhejiang, China.
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Feng J, Chen J, Jia L, Liu G. Peer victimization and adolescent problematic social media use: The mediating role of psychological insecurity and the moderating role of family support. Addict Behav 2023; 144:107721. [PMID: 37119716 DOI: 10.1016/j.addbeh.2023.107721] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2022] [Revised: 03/28/2023] [Accepted: 04/11/2023] [Indexed: 05/01/2023]
Abstract
Peer victimization is a serious risk factor for the development of problematic social media use (PSMU) among adolescents. However, little is known about the mediating and moderating mechanisms underlying this association. The current study tested whether psychological insecurity mediated the relation between peer victimization and PSMU, and whether this mediating process was moderated by family support among adolescents. A large sample of 1506 Chinese adolescents (Mage = 13.74 years, SD = 0.98) completed self-report measures regarding peer victimization, psychological insecurity, family support, and PSMU. After controlling for age, gender, and family economic status, results indicated that increased peer victimization was associated with higher psychological insecurity, which in turn predicted a greater incidence of PSMU. Moreover, family support moderated the first part of the mediation process, such that the relation between peer victimization and psychological insecurity was exacerbated for adolescents with high family support. This study advanced the current understanding of the mediating and moderating mechanisms associating peer victimization with PSMU among adolescents.
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Affiliation(s)
- Ju Feng
- School of Psychology, Zhejiang Normal University, 321004 Jinhua, China; Intelligent Laboratory of Child and Adolescent Mental Health and Crisis Intervention of Zhejiang Province, 321004 Jinhua, China; Key Laboratory of Intelligent Education Technology and Application of Zhejiang Province, Zhejiang Normal University, 321004 Jinhua, China
| | - Jianyong Chen
- School of Psychology, Zhejiang Normal University, 321004 Jinhua, China; Intelligent Laboratory of Child and Adolescent Mental Health and Crisis Intervention of Zhejiang Province, 321004 Jinhua, China; Key Laboratory of Intelligent Education Technology and Application of Zhejiang Province, Zhejiang Normal University, 321004 Jinhua, China.
| | - Liang Jia
- School of Psychology, Zhejiang Normal University, 321004 Jinhua, China; Intelligent Laboratory of Child and Adolescent Mental Health and Crisis Intervention of Zhejiang Province, 321004 Jinhua, China; Key Laboratory of Intelligent Education Technology and Application of Zhejiang Province, Zhejiang Normal University, 321004 Jinhua, China
| | - Gu Liu
- School of Psychology, Zhejiang Normal University, 321004 Jinhua, China; Intelligent Laboratory of Child and Adolescent Mental Health and Crisis Intervention of Zhejiang Province, 321004 Jinhua, China; Key Laboratory of Intelligent Education Technology and Application of Zhejiang Province, Zhejiang Normal University, 321004 Jinhua, China
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Lv S, Wang H. Cross-lagged analysis of problematic social media use and phubbing among college students. BMC Psychol 2023; 11:39. [PMID: 36765384 PMCID: PMC9912680 DOI: 10.1186/s40359-023-01062-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2022] [Accepted: 01/20/2023] [Indexed: 02/12/2023] Open
Abstract
BACKGROUND Phubbing is a commonly seen phenomenon that has emerged in recent years among groups of college students, posing a rising challenge to educators. We conduct research in which the reciprocal relationship between problematic social media use and phubbing is explored and analysed quantitatively, aiming to discover reliable theoretical support to work out an appropriate intervention on students' phubbing for students' mental health concerns. METHODS Using the problematic social media use scale and the phubbing scale, 328 college students from four universities in Shandong Province were enrolled in a two-stage longitudinal follow-up study for 20 months from December 2019 to August 2021. A cross-lagged model was constructed to explore the reciprocal relationship between problematic social media use and phubbing. The results of correlation analysis showed that problematic social media use was positively correlated with phubbing at both time points (r = 0.51, 0.53, P < 0.01). RESULTS The results of cross-lagged regression analysis showed that the predictive effect of pretest problematic social media use on posttest problematic social media use was statistically significant (β = 0.24, P < 0.01). There was statistical significance in the prediction effect of pretest phubbing on posttest phubbing (β = 0.16, P < 0.05). Pretest problematic social media use had statistical significance in predicting posttest phubbing (β = 0.22, P < 0.01), and there was no statistical significance in the prediction of pretest phubbing on posttest problematic social media (β = 0.16, P < 0.05). CONCLUSION The problematic social media use of college students is closely related to phubbing, and problematic social media use can predict phubbing.
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Affiliation(s)
- Shuai Lv
- School of Modern Logistics, Qingdao Harbour Vocational and Technical College, Qingdao, People’s Republic of China
| | - Hui Wang
- Department of Physical Education, Xiamen University Tan Kah Kee College, Zhangzhou, People's Republic of China.
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Akbari M, Hossein Bahadori M, Khanbabaei S, Boruki Milan B, Horvath Z, Griffiths MD, Demetrovics Z. Metacognitions as a predictor of problematic social media use and internet gaming disorder: Development and psychometric properties of the Metacognitions about Social Media Use Scale (MSMUS). Addict Behav 2023; 137:107541. [PMID: 36370653 DOI: 10.1016/j.addbeh.2022.107541] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Accepted: 10/30/2022] [Indexed: 11/06/2022]
Abstract
The aim of the present study was to investigate social media use metacognitions through the development of a new scale, the Metacognitions about Social Media Use Scale (MSMUS). In addition, the study included measures of problematic social media use (PSMU), gaming metacognitions, and gaming disorder (GD) to test concurrent validity. A total of 2390 Iranian adolescents (835 males and 1555 females) aged between 13 and 18 years (M = 16.01 years, SD = 1.38) participated in a cross-sectional online survey. The results of the exploratory factor analysis (n = 1195) and confirmatory factor analysis (n = 1195) suggested that the MSMUS (i) can optimally assess metacognitions concerning social media, and (ii) has a two-factor structure ("negative metacognitions about social media" and "positive metacognitions about social media"). The scale was found to be measurement invariant among males and females, and among individuals with and without risk for PSMU. Social media metacognitions presented significant and predominantly (i) moderate correlations with PSMU symptom severity, and (ii) weak correlations with GD symptom severity. Furthermore, positive and negative social media metacognitions had significant and positive predictive effects on the presence of risk for PSMU with and without a risk for GD - even over the effects of age, gender, and gaming metacognitions. This finding may indicate that metacognitions are possibly a transdiagnostic variable which might be helpful in developmentally assessing addictive behaviors, especially negative metacognitions which might be a risk factor for co-occurring addictive behaviors.
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Affiliation(s)
- Mehdi Akbari
- Department of Clinical Psychology, Faculty of Psychology and Education, Kharazmi University, Tehran, Iran.
| | - Mohammad Hossein Bahadori
- Department of Clinical Psychology, Faculty of Psychology and Education, Kharazmi University, Tehran, Iran
| | - Salar Khanbabaei
- Department of Clinical Psychology, Faculty of Psychology and Education, Kharazmi University, Tehran, Iran
| | - Bahman Boruki Milan
- Department of Clinical Psychology, Faculty of Psychology and Education, Kharazmi University, Tehran, Iran
| | - Zsolt Horvath
- Institute of Psychology, ELTE Eötvös Loránd University, Budapest, Hungary
| | - Mark D Griffiths
- International Gaming Research Unit, Psychology Department, Nottingham Trent University, Nottingham, United Kingdom
| | - Zsolt Demetrovics
- Institute of Psychology, ELTE Eötvös Loránd University, Budapest, Hungary; Centre of Excellence in Responsible Gaming, University of Gibraltar, Gibraltar, Gibraltar
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Wartberg L, Kramer M, Potzel K, Kammerl R. Problematic Use of Video Games, Social Media, and Alcohol: Associations with Mother-Child Relationship. Psychopathology 2023; 56:117-126. [PMID: 35780771 DOI: 10.1159/000525148] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/03/2021] [Accepted: 05/12/2022] [Indexed: 11/19/2022]
Abstract
INTRODUCTION According to current concepts of developmental tasks, both the use of digital media and the consumption of psychotropic substances are age-typical challenges for adolescents. The majority overcomes these developmental tasks, but a substantial proportion of youth develops problematic usage patterns (e.g., of video games) or problematic consumption behavior (e.g., of alcohol). Empirical findings show the importance of family aspects for these problematic behavior patterns. Currently, it is not clear which specific areas of parent-child relationship are associated in each case and whether there are differences between substance-related and substance-unrelated problematic behavioral patterns. METHODS We surveyed 480 adolescents (45.2% females, mean age = 16.84 years) with standardized instruments regarding the mother-child relationship as well as problematic gaming, problematic social media use, and problematic alcohol use. We conducted correlation and multiple linear regression analyses (separately for problematic gaming, problematic social media use, and problematic alcohol use) as well as a multivariate multiple regression analysis. RESULTS In the regression analyses, more conflicts with the mother were related to all three behavioral patterns. However, lower cohesion was only statistically significantly associated with problematic alcohol use, but not with problematic gaming and problematic social media use, whereas lower autonomy and more frequent punishment of the child were statistically significantly related to problematic gaming and problematic social media use, but not to problematic alcohol use. DISCUSSION/CONCLUSION The findings indicate partially different relational dynamics for substance-related and substance-unrelated problem behaviors (interestingly, for cohesion and autonomy, the 95% confidence intervals of the standardized regression coefficients were not overlapping). The results of the present study could be used in family-based prevention approaches or in treatments in the clinical setting.
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Affiliation(s)
- Lutz Wartberg
- Department of Psychology, Faculty of Human Sciences, MSH Medical School Hamburg, Hamburg, Germany
| | - Michaela Kramer
- Department of Education, Chair for Pedagogy with a Focus on Media Education, Friedrich-Alexander-University Erlangen-Nuremberg, Bavaria, Germany
| | - Katrin Potzel
- Department of Education, Chair for Pedagogy with a Focus on Media Education, Friedrich-Alexander-University Erlangen-Nuremberg, Bavaria, Germany
| | - Rudolf Kammerl
- Department of Education, Chair for Pedagogy with a Focus on Media Education, Friedrich-Alexander-University Erlangen-Nuremberg, Bavaria, Germany
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Demircioğlu ZI, Göncü-Köse A. Antecedents of problematic social media use and cyberbullying among adolescents: attachment, the dark triad and rejection sensitivity. Curr Psychol 2022; 42:1-19. [PMID: 36540693 PMCID: PMC9754995 DOI: 10.1007/s12144-022-04127-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/05/2022] [Indexed: 12/23/2022]
Abstract
With the acceleration of internet use, problematic social media use (PSMU) is included in our lives. When looking at the antecedents of PSMU, being young has been found to be a risk factor for PSMU. In addition to the benefits of technological advances in education and training, rapid technological developments may also result in problematic behaviors, especially among children and young. Recently, possibilities brought by technology and more widespread use of technology by young people have created a new concept, namely, cyberbullying. The present study aims to examine the effects of attachment anxiety and avoidance on PSMU and cyberbullying as with the partial mediating effects of the Dark Triad personality traits, angry rejection sensitivity, and anxious rejection sensitivity among adolescents. In general, the findings supported the proposed theoretical model. The results are discussed in terms of theoretical and practical implications along with suggestions for future research.
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Affiliation(s)
- Zeynep Işıl Demircioğlu
- Department of Psychology, Middle East Technical University, Beşeri Bilimler Binası, Psikoloji Bölümü, 06800 Çankaya, Ankara Türkiye
| | - Aslı Göncü-Köse
- Department of Psychology, Çankaya University, Ankara, Türkiye
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26
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Sánchez-Fernández M, Borda-Mas M. Problematic smartphone use and specific problematic Internet uses among university students and associated predictive factors: a systematic review. Educ Inf Technol (Dordr) 2022; 28:7111-7204. [PMID: 36465425 PMCID: PMC9707285 DOI: 10.1007/s10639-022-11437-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/18/2022] [Accepted: 10/27/2022] [Indexed: 05/25/2023]
Abstract
University students are a high-risk population with problematic online behaviours that include generalized problematic Internet/smartphone use and specific problematic Internet uses (for example, social media or gaming). The study of their predictive factors is needed in order to develop preventative strategies. This systematic review aims to understand the current state of play by examining the terminology, assessment instruments, prevalence, and predictive factors associated with problematic smartphone use and specific problematic Internet uses in university students. A literature review was conducted according to the PRISMA guidelines using four major databases. A total of 117 studies were included, divided into four groups according to the domain of problem behaviour: problematic smartphone use (n = 67), problematic social media use (n = 39), Internet gaming disorder (n = 9), and problematic online pornography use (n = 2). Variability was found in terminology, assessment tools, and prevalence rates in the four groups. Ten predictors of problematic smartphone use, five predictors of problematic social media use, and one predictor of problematic online gaming were identified. Negative affectivity is found to be a common predictor for all three groups, while social media use, psychological well-being, and Fear of Missing Out are common to problematic smartphone and social media use. Our findings reaffirm the need to reach consistent diagnostic criteria in cyber addictions and allow us to make progress in the investigation of their predictive factors, thus allowing formulation of preventive strategies.
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Affiliation(s)
- Magdalena Sánchez-Fernández
- Department of Personality, Assessment and Psychological Treatment, University of Seville (Universidad de Sevilla), C. Camilo José Cela, S/N, 41018 Seville, Spain
| | - Mercedes Borda-Mas
- Department of Personality, Assessment and Psychological Treatment, University of Seville (Universidad de Sevilla), C. Camilo José Cela, S/N, 41018 Seville, Spain
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27
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Orsolini L, Volpe U, Albert U, Carmassi C, Carrà G, Cirulli F, Dell'Osso B, Del Vecchio V, Di Nicola M, Giallonardo V, Luciano M, Menculini G, Nanni MG, Pompili M, Sani G, Sampogna G, Tortorella A, Fiorillo A. Use of social network as a coping strategy for depression among young people during the COVID-19 lockdown: findings from the COMET collaborative study. Ann Gen Psychiatry 2022; 21:44. [PMID: 36372894 PMCID: PMC9660093 DOI: 10.1186/s12991-022-00419-w] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/25/2022] [Accepted: 10/04/2022] [Indexed: 11/15/2022] Open
Abstract
BACKGROUND Use of social media (SM) has exponentially grown particularly among youths in the past two years, due to COVID-19-related changing lifestyles. Based on the Italian COvid Mental hEalth Trial (COMET), we investigated the association between SM use and depressive symptoms among Italian young adults (aged 18-24). METHODS The COMET is a nationwide multi-center cross-sectional study that investigated socio-demographic data, social networking addiction (BSNAS), depression, anxiety, and stress (DASS-21), as well as impulsiveness (BIS-15) and aggressiveness (AQ) in a large sample of youngsters, in order to assess the association between BSNAS and DASS-21 indices. Mediation analyses were performed to evaluate the role of impulsiveness and aggressive personality traits in the association between SM use (SMU) and depression. RESULTS 75.8% of the sample (n = 491) had a problematic SMU. SMU was reduced by high AQ and high DASS-21 scores (F = 42.338, p < 0.001, R2 = 0.207). Mediation analyses showed that SMU negatively predicted depressive symptomatology with the interaction mediated by AQ total (ß = - 0.1075), physical (ß = - 0.207) and anger (ß = - 0.0582), BIS-15 total (ß = - 0.0272) and attentional (ß = - 0.0302). High depressive levels were predicted by high AQ scores, low SMU levels, low verbal and physical AQ, and low attentional BIS-15 (F = 30.322, p < 0.001, R2 = 0.273). Depressive symptomatology negatively predicted SMU with their interaction mediated by AQ total (ß = - 0.1640), verbal (ß = 0.0436) and anger (ß = - 0.0807), BIS-15 total (ß = - 0.0448) and attentional (ß = - 0.0409). CONCLUSIONS SMU during the early phases of the COVID-19 pandemic could have a beneficial role in buffering negative consequences linked to social isolation due to quarantine measures, despite this association being mediated by specific personality traits.
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Affiliation(s)
- Laura Orsolini
- Clinical Psychiatry Unit, Department of Clinical Neurosciences/DIMSC, School of Medicine, Università Politecnica delle Marche, Via Tronto 10/A, 60126, Ancona, Italy
| | - Umberto Volpe
- Clinical Psychiatry Unit, Department of Clinical Neurosciences/DIMSC, School of Medicine, Università Politecnica delle Marche, Via Tronto 10/A, 60126, Ancona, Italy.
| | - Umberto Albert
- Department of Medicine, Surgery and Health Sciences, University of Trieste, Department of Mental Health, Azienda Sanitaria Universitaria Giuliano Isontina-ASUGI, Trieste, Italy
| | - Claudia Carmassi
- Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Giuseppe Carrà
- Department of Medicine and Surgery, University of Milan Bicocca, Milan, Italy
| | | | - Bernardo Dell'Osso
- Department of Biomedical and Clinical Sciences Luigi Sacco, Aldo Ravelli Center for Neurotechnology and Brain Therapeutic, University of Milan, Milan, Italy
| | - Valeria Del Vecchio
- Department of Psychiatry, University of Campania "L. Vanvitelli", Naples, Italy
| | - Marco Di Nicola
- Department of Neuroscience, Section of Psychiatry, University Cattolica del Sacro Cuore, Rome, Italy.,Fondazione Policlinico A. Gemelli IRCCS, Rome, Italy
| | | | - Mario Luciano
- Department of Psychiatry, University of Campania "L. Vanvitelli", Naples, Italy
| | | | - Maria Giulia Nanni
- Department of Neurosciences and Rehabilitation, University of Ferrara, Ferrara, Italy
| | - Maurizio Pompili
- Department of Neurosciences, Mental Health and Sensory Organs, Faculty of Medicine and Psychology, Sapienza University of Rome, Rome, Italy
| | - Gabriele Sani
- Department of Neuroscience, Section of Psychiatry, University Cattolica del Sacro Cuore, Rome, Italy.,Fondazione Policlinico A. Gemelli IRCCS, Rome, Italy
| | - Gaia Sampogna
- Department of Psychiatry, University of Campania "L. Vanvitelli", Naples, Italy
| | | | - Andrea Fiorillo
- Department of Psychiatry, University of Campania "L. Vanvitelli", Naples, Italy
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Di Blasi M, Salerno L, Albano G, Caci B, Esposito G, Salcuni S, Gelo OCG, Mazzeschi C, Merenda A, Giordano C, Lo Coco G. A three-wave panel study on longitudinal relations between problematic social media use and psychological distress during the COVID-19 pandemic. Addict Behav 2022; 134:107430. [PMID: 35870439 PMCID: PMC9287460 DOI: 10.1016/j.addbeh.2022.107430] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Revised: 07/11/2022] [Accepted: 07/13/2022] [Indexed: 11/25/2022]
Abstract
BACKGROUND It still remains unclear whether problematic social media use (PSMU) is a cause or a consequence of psychological distress. The present study aimed to investigate the temporal relationships between PSMU and psychological distress through a three-wave panel study (between April and July 2020, with an interval of 1 month between each period of time). METHODS 3,912 adult Italian participants were surveyed during the COVID-19 pandemic for psychological distress (Depression, Anxiety and Stress Scale) and PSMU (Bergen Social Media Addiction Scale). Random-Intercept Cross-Lagged Panel Models were applied to disaggregate between-person from within-person associations as regards PSMU and an individual's distress. RESULTS On a between-person level we found that adults with higher PSMU also reported heightened levels of psychological distress across the three waves. However, on a within-person level, no cross-lagged associations were found between changes in distress and subsequent changes in PSMU and vice versa. The results were largely unchanged with the inclusion of participants' gender and age or COVID-19-related fears as covariates, and when the three subscales of depression, anxiety and stress were examined in separate models. CONCLUSIONS The current study suggests that the link between PSMU and psychological distress is mainly driven by trait-like differences and not by state-like individual changes over time.
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Affiliation(s)
- Maria Di Blasi
- Department of Psychology, Educational Science and Human Movement, University of Palermo, Viale delle Scienze, Edificio 15, 90128 Palermo, Italy.
| | - Laura Salerno
- Department of Psychology, Educational Science and Human Movement, University of Palermo, Viale delle Scienze, Edificio 15, 90128 Palermo, Italy
| | - Gaia Albano
- Department of Psychology, Educational Science and Human Movement, University of Palermo, Viale delle Scienze, Edificio 15, 90128 Palermo, Italy
| | - Barbara Caci
- Department of Psychology, Educational Science and Human Movement, University of Palermo, Viale delle Scienze, Edificio 15, 90128 Palermo, Italy
| | - Giovanna Esposito
- Department of Humanities, University of Napoli Federico II, Via Porta di Massa, 1, 80133 Napoli, Italy
| | - Silvia Salcuni
- Department of Developmental and Social Psychology, University of Padova, Via Venezia 12, 35132 Padova, Italy
| | - Omar Carlo Gioacchino Gelo
- Department of History, Society and Human Studies, Studium 2000- University of Salento, Edificio 5, Via di Valesio, 24, 73100 Lecce, Italy; Faculty of Psychotherapy Science, Sigmund Freud University Vienna, Freudplatz 1, 1020 Vienna, Austria
| | - Claudia Mazzeschi
- Department of Philosophy, Social & Human Sciences and Education, University of Perugia, P.zza Ermini 1, 06123 Perugia, Italy
| | - Aluette Merenda
- Department of Psychology, Educational Science and Human Movement, University of Palermo, Viale delle Scienze, Edificio 15, 90128 Palermo, Italy
| | - Cecilia Giordano
- Department of Psychology, Educational Science and Human Movement, University of Palermo, Viale delle Scienze, Edificio 15, 90128 Palermo, Italy
| | - Gianluca Lo Coco
- Department of Psychology, Educational Science and Human Movement, University of Palermo, Viale delle Scienze, Edificio 15, 90128 Palermo, Italy
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Cleofas JV. Social media disorder during community quarantine: A mixed methods study among rural young college students during the COVID-19 pandemic. Arch Psychiatr Nurs 2022; 40:97-105. [PMID: 36064253 DOI: 10.1016/j.apnu.2022.06.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Accepted: 06/09/2022] [Indexed: 12/01/2022]
Abstract
PURPOSE This study sought to identify determinants of social media disorder (SMD) and describe the social media engagement among rural young (18 to 24 years old) college students during long periods of community quarantine due to COVID-19. METHODS This mixed methods study draws from a sample of 500 students from rural Luzon, Philippines. Quantitative and qualitative data collection were done via online survey. RESULTS Findings reveal that 24.2 % of the respondents have SMD. Students who are from below middle-income households, and are active on Tiktok have greater odds for SMD. Qualitative analysis of narratives of students with SMD (n = 121) reveal the beneficial and negative impacts of social media. CONCLUSIONS Results highlight how social position, and uses and gratifications of social media can facilitate development of SMD.
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Affiliation(s)
- Jerome Visperas Cleofas
- Department of Sociology and Behavioral Sciences, De La Salle University, Manila, Philippines.
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30
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Wang M, He N, Xu Q, Yue Y, Li M, Lin J. Childhood emotional neglect and problematic social media use among Chinese adolescents: A moderated mediation model. Addict Behav 2022; 131:107309. [PMID: 35405478 DOI: 10.1016/j.addbeh.2022.107309] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2021] [Revised: 02/23/2022] [Accepted: 03/16/2022] [Indexed: 11/29/2022]
Abstract
Prior studies have found that emotional neglect in childhood exert a far-reaching influence on adolescent problematic behaviors. However, the effects and underlying mechanisms of childhood emotional neglect on adolescent PSMU remains largely unknown. Thus, the present study tested whether future negative time perspective (FNTP) mediated, and student-student relationship moderated, the link between childhood emotional neglect and adolescent PSMU. A sample of 842 Chinese adolescents (46.9% girls; Mage = 14.76 years; SDage = 1.64) responded anonymously to questionnaires regarding demographic variables, childhood emotional neglect, FNTP, student-student relationship, and PSMU. The results showed that after controlling for gender and age, FNTP mediated the association between childhood emotional neglect and adolescent PSMU. Further, student-student relationship moderated the association between childhood emotional neglect and FNTP, and the positive association was stronger for adolescents with positive student-student relationship. These findings highlight those tailored approaches are necessary for the prevention and intervention of adolescent PSMU.
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Affiliation(s)
- Mengyun Wang
- School of Psychology, Shaanxi Normal University, Xi'an, Shaanxi 710062, China; Shaanxi Provincial Key Laboratory of Behavior and Cognitive Neuroscience, Xi'an, Shaanxi 710062, China
| | - Ning He
- School of Psychology, Shaanxi Normal University, Xi'an, Shaanxi 710062, China; Shaanxi Provincial Key Laboratory of Behavior and Cognitive Neuroscience, Xi'an, Shaanxi 710062, China.
| | - Quan Xu
- School of Psychology, Shaanxi Normal University, Xi'an, Shaanxi 710062, China; Shaanxi Provincial Key Laboratory of Behavior and Cognitive Neuroscience, Xi'an, Shaanxi 710062, China
| | - Yunfan Yue
- School of Psychology, Shaanxi Normal University, Xi'an, Shaanxi 710062, China; Shaanxi Provincial Key Laboratory of Behavior and Cognitive Neuroscience, Xi'an, Shaanxi 710062, China
| | - Meng Li
- School of Psychology, Shaanxi Normal University, Xi'an, Shaanxi 710062, China; Shaanxi Provincial Key Laboratory of Behavior and Cognitive Neuroscience, Xi'an, Shaanxi 710062, China
| | - Jiahao Lin
- School of Psychology, Shaanxi Normal University, Xi'an, Shaanxi 710062, China; Shaanxi Provincial Key Laboratory of Behavior and Cognitive Neuroscience, Xi'an, Shaanxi 710062, China
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Sharifi Bastan F, Spada MM, Khosravani V, Samimi Ardestani SM. The independent contribution of desire thinking to problematic social media use. Curr Psychol 2022; 42:1-10. [PMID: 35540371 PMCID: PMC9074841 DOI: 10.1007/s12144-022-03158-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/26/2022] [Indexed: 12/12/2022]
Abstract
In the present study, we investigated the role of desire thinking in problematic social media use (PSMU) whilst accounting for negative affect, impulsivity, and thought suppression. A sample of individuals with PSMU (n = 350) who used social media at least 8 h daily was recruited. Participants completed measures of negative affect, impulsivity, thought suppression, craving, desire thinking, and PSMU. Results indicated that negative affect, impulsivity, and thought suppression had significant indirect effects on craving and PSMU through the significant mediating role of desire thinking. The present study shows that desire thinking is an underlying mechanism linking established variables associated with PSMU (negative affect, impulsivity, and thought suppression) to craving and PSMU. Focusing efforts on the interruption of desire thinking may be beneficial to support individuals in disengaging from PSMU.
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Affiliation(s)
| | - Marcantonio M. Spada
- Division of Psychology, School of Applied Sciences, London South Bank University, London, UK
| | - Vahid Khosravani
- Behavioral Sciences Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Seyed Mehdi Samimi Ardestani
- Departments of Psychiatry, Behavioral Sciences Research Center, Imam Hossein Hospital, Shahid Beheshti University of Medical Sciences, Tehran, Iran
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Khosravani V, M.Spada M, Sharifi Bastan F, Samimi Ardestani SM. The desire thinking questionnaire-Persian version (DTQ-P) and its association with addictive behaviors in individuals with alcohol use disorder, nicotine dependence, and problematic social media use. Addict Behav 2022; 125:107144. [PMID: 34688122 DOI: 10.1016/j.addbeh.2021.107144] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2021] [Revised: 10/04/2021] [Accepted: 10/07/2021] [Indexed: 12/13/2022]
Abstract
Desire thinking is an emerging construct which has been shown to play a role in addictive behaviors. The present study sought to validate a translated Persian version of the Desire Thinking Questionnaire (DTQ) in three groups of individuals with Alcohol Use Disorder (AUD; n = 300), nicotine dependence (n = 300), and problematic social media use (n = 300). All three groups completed the translated Persian version of the DTQ, the Barratt Impulsiveness Scale-15 (BIS-15), the White Bear Suppression Inventory (WBSI), and the Depression Anxiety and Stress Scale-21 (DASS-21). Measures of alcohol use, nicotine dependence and problematic social media use were also collected. The results confirmed a two-factor structure of the Persian version of the DTQ with good reliability and validity in all three groups. Furthermore, both the verbal perseveration and imaginal prefiguration components of the Persian version of the DTQ were found to predict addictive behaviors beyond demographic and clinical characteristics, negative affect, impulsiveness, and thought suppression. The study confirms the psychometric properties of the Persian version of the DTQ and the role of desire thinking as an independent predictor of AUD, nicotine dependence, and the problematic use of social media.
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Arrivillaga C, Rey L, Extremera N. A mediated path from emotional intelligence to problematic social media use in adolescents: The serial mediation of perceived stress and depressive symptoms. Addict Behav 2022; 124:107095. [PMID: 34479068 DOI: 10.1016/j.addbeh.2021.107095] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2021] [Revised: 07/12/2021] [Accepted: 08/20/2021] [Indexed: 12/12/2022]
Abstract
Online social networking is an intrinsic part of present life. However, if individuals believe that some basic psychological needs can only be fulfilled through social networking sites, an addictive pattern of usage may emerge. Problematic social media use (PSMU) is a growing concern in adolescence. The present study aimed at contributing to prior scientific literature by testing a model that considers low emotional intelligence (EI) as a vulnerability factor, perceived stress and depressive symptoms as affective and cognitive responses to conflicting situations, and PSMU as a maladaptive coping mechanism. In this study, 2068 Spanish adolescents (46.2% male, 53.8% female) within the ages of 12 and 19 (M = 14.61, SD = 1.62) completed self-report measures of the above-mentioned constructs. Results indicated that (a) perceived stress was a significant mediator in the association between EI and PSMU, (b) depressive symptoms were a significant mediator in this link, and (c) a significant serial mediation model was supported, in which lower EI predicted higher perceived stress, which contributed to higher levels of depressive symptoms, thus resulting in higher PSMU. These results provide important empirical evidence suggesting promising pathways towards preventing PSMU in adolescents, such as EI training, teaching stress-reduction techniques and focusing on reducing depressive symptoms.
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Affiliation(s)
| | - Lourdes Rey
- University of Málaga, Faculty of Psychology, Spain.
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34
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Valkenburg PM. Social media use and well-being: What we know and what we need to know. Curr Opin Psychol 2021; 45:101294. [PMID: 35016087 DOI: 10.1016/j.copsyc.2021.12.006] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2021] [Revised: 12/09/2021] [Accepted: 12/13/2021] [Indexed: 01/06/2023]
Abstract
Research into the impact of social media use (SMU) on well-being (e.g., happiness) and ill-being (e.g., depression) has exploded over the past few years. From 2019 to August 2021, 27 reviews have been published: nine meta-analyses, nine systematic reviews, and nine narrative reviews, which together included hundreds of empirical studies. The aim of this umbrella review is to synthesize the results of these meta-analyses and reviews. Even though the meta-analyses are supposed to rely on the same evidence base, they yielded disagreeing associations with well- and ill-being, especially for time spent on SM, active SMU, and passive SMU. This umbrella review explains why their results disagree, summarizes the gaps in the literature, and ends with recommendations for future research.
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Affiliation(s)
- Patti M Valkenburg
- Amsterdam School of Communication Research, University of Amsterdam, the Netherlands.
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Abstract
Using social networks (SNs) inappropriately can lead to psychological problems. The objective of this study was to develop a new measuring instrument of problematic use of SNs. The sample comprised 1003 participants over 18 years old (M = 42.33; SD = 14.32). Exploratory factor analysis was performed with a randomly selected 30% of the sample, and confirmatory factor analysis with the remaining 70%. The reliability of the instrument was estimated, and evidence of validity in relation to the variables-anxiety, depression and satisfaction with life-was obtained. The new scale demonstrated a two-dimensional structure (GFI =0.99; RMSEA= 0.06), with one factor of negative social comparison (α = 0.94) and another of addictive consequences (α = 0.91). Clear evidence of validity related to other variables was found. The new scale demonstrated good psychometric properties. The advantage of this questionnaire is that it assesses not only excessive use but also social comparison through SNs.
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Marttila E, Koivula A, Räsänen P. Cybercrime Victimization and Problematic Social Media Use: Findings from a Nationally Representative Panel Study. Am J Crim Justice 2021; 46:862-881. [PMID: 34848939 PMCID: PMC8614072 DOI: 10.1007/s12103-021-09665-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Accepted: 06/22/2021] [Indexed: 06/13/2023]
Abstract
According to criminological research, online environments create new possibilities for criminal activity and deviant behavior. Problematic social media use (PSMU) is a habitual pattern of excessive use of social media platforms. Past research has suggested that PSMU predicts risky online behavior and negative life outcomes, but the relationship between PSMU and cybercrime victimization is not properly understood. In this study, we use the framework of routine activity theory (RAT) and lifestyle-exposure theory (LET) to examine the relationship between PSMU and cybercrime victimization. We analyze how PSMU is linked to cybercrime victimization experiences. We explore how PSMU predicts cybercrime victimization, especially under those risky circumstances that generally increase the probability of victimization. Our data come from nationally representative surveys, collected in Finland in 2017 and 2019. The results of the between-subjects tests show that problematic PSMU correlates relatively strongly with cybercrime victimization. Within-subjects analysis shows that increased PSMU increases the risk of victimization. Overall, the findings indicate that, along with various confounding factors, PSMU has a notable cumulative effect on victimization. The article concludes with a short summary and discussion of the possible avenues for future research on PSMU and cybercrime victimization.
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Affiliation(s)
- Eetu Marttila
- Economic Sociology, Department of Social Research, University of Turku, Assistentinkatu 7, 20014 Turku, Finland
| | - Aki Koivula
- Economic Sociology, Department of Social Research, University of Turku, Assistentinkatu 7, 20014 Turku, Finland
| | - Pekka Räsänen
- Economic Sociology, Department of Social Research, University of Turku, Assistentinkatu 7, 20014 Turku, Finland
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Külekçioğlu S, Çetin A. Social media use in patients with fibromyalgia and its effect on symptom severity and sleep quality. Adv Rheumatol 2021; 61:51. [PMID: 34425915 DOI: 10.1186/s42358-021-00210-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2021] [Accepted: 08/14/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND The aim of this study was to evaluate social media use in patients with fibromyalgia syndrome (FMS) and determine the effect of social media use on disease severity and sleep quality. MATERIALS AND METHODS In total, 205 social media using patients with similar characteristics were included in the study. The study group consisted of 103 patients with FMS, and the control group consisted of 102 patients without FMS. The FMS symptom severity scale and diffuse pain index were used to determine the disease severity in FMS patients, the sleep disorder short form questionnaire (PROMIS) was used to evaluate sleep quality, and the Social Media Addiction Scale-Adult Form was used to evaluate social media addiction. A visual analog scale was applied to evaluate pain in both the patient and control groups, and social media usage times were recorded. RESULTS We found that pain severity, sleep disturbance and social media addiction were higher in patients with FMS than in the control group, and there was no relationship between the rates of social media use in patients with FMS and the severity and prevalence of the disease. CONCLUSION The use of social media is more frequent in patients with FMS, which can motivate healthcare professionals to evaluate social media habits in individuals with FMS.
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Affiliation(s)
| | - Alp Çetin
- Faculty of Medicine, Physical Medicine and Rehabilitation, Hacettepe University, Ankara, Turkey
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Shafi RMA, Nakonezny PA, Miller KA, Desai J, Almorsy AG, Ligezka AN, Morath BA, Romanowicz M, Croarkin PE. An exploratory study of clinical and physiological correlates of problematic social media use in adolescents. Psychiatry Res 2021; 302:114020. [PMID: 34098156 PMCID: PMC8277714 DOI: 10.1016/j.psychres.2021.114020] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/06/2020] [Accepted: 05/16/2021] [Indexed: 10/21/2022]
Abstract
Prior validation studies of the Bergen Social Media Addiction Scale (BSMAS) demonstrate its utility for identifying problematic social media use in adolescents. There are knowledge gaps regarding the potential clinical and physiological underpinnings of problematic social media use in adolescents. This cross-sectional, single-visit study examined a sample of depressed (n = 30) and healthy (n = 30) adolescents who underwent clinical assessments of depressive symptom severity, bullying, cyberbullying, self-esteem, salivary measures of stress (cortisol and α-amylase) to identify correlates with adolescent and parental reports of the BSMAS. LASSO-penalized multiple linear regression models were implemented. With respect to the adolescent BSMAS scores in all subjects, the risk of problematic social media increased as depressive symptom severity increased. Depressed female adolescents appeared to have a greater risk. Based on parental BSMAS scores, depression status, depressive symptom severity, cyberbullying score, and salivary cortisol significantly predicted problematic social media use. For the depressed sample, the risk of problematic social media use increased as salivary cortisol increased. No significant predictors of problematic social media usage emerged in the healthy control sample. These preliminary results provide novel insights into clinical and physiological characteristics of problematic social media use in adolescents.
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Affiliation(s)
- Reem M. A. Shafi
- Department of Psychiatry and Psychology and Mayo Clinic, Rochester, Minnesota, USA.,Cairns and Hinterland Hospital and Health Service, QLD, Australia.,Corresponding author: Reem M. A. Shafi, MBBS, Department of Psychiatry and Psychology, Mayo Clinic, 200 First Street SW, Rochester, MN 55905 ( Phone: 507-293-2557 Fax: 507-284-3933)
| | - Paul A. Nakonezny
- Department of Psychiatry and Department of Population and Data Sciences, University of Texas Southwestern Medical Center, Dallas, Texas
| | - Keith A. Miller
- Department of Psychiatry and Psychology and Mayo Clinic, Rochester, Minnesota, USA
| | - Jinal Desai
- Department of Psychiatry and Psychology and Mayo Clinic, Rochester, Minnesota, USA
| | - Ammar G. Almorsy
- Department of Psychiatry and Psychology and Mayo Clinic, Rochester, Minnesota, USA
| | - Anna N. Ligezka
- Department of Clinical Genomics, Mayo Clinic, Rochester, Minnesota, USA
| | - Brooke A. Morath
- Department of Psychiatry and Psychology and Mayo Clinic, Rochester, Minnesota, USA
| | - Magdalena Romanowicz
- Department of Psychiatry and Psychology and Mayo Clinic, Rochester, Minnesota, USA
| | - Paul E. Croarkin
- Department of Psychiatry and Psychology and Mayo Clinic, Rochester, Minnesota, USA
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Zhou X, Rau PLP, Yang CL, Zhou X. Cognitive Behavioral Therapy-Based Short-Term Abstinence Intervention for Problematic Social Media Use: Improved Well-Being and Underlying Mechanisms. Psychiatr Q 2021; 92:761-779. [PMID: 32989636 DOI: 10.1007/s11126-020-09852-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 09/17/2020] [Indexed: 12/27/2022]
Abstract
Problematic social media use is detrimental to users' subjective well-being. Based on cognitive behavioral therapy (CBT), we proposed a short-term abstinence intervention to treat this problem. A mixed method study with 65 participants was conducted to examine the effectiveness of this intervention and to reveal the underlying mechanisms of how the intervention influences participants. While the experimental group (N = 33) took eight 2.5-h breaks from social media over two weeks and had daily dairies, the control group (N = 32) used social media as usual and had daily diaries. The results demonstrated that the intervention has a positive effect on life satisfaction. The effect varied with the time users conducted abstinence (work hours vs. off hours) and the level of social media addiction (heavy users vs. normal users). Qualitative findings from dairies and interviews unveiled associations among users' behaviors, feelings, and cognitions during and after abstinence. These results extend the understanding of the CBT-based short-term abstinence intervention and suggest opportunities to alleviate problematic social media use.
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Affiliation(s)
- Xingchen Zhou
- Department of Industrial Engineering, Tsinghua University, Beijing, China
| | | | - Chi-Lan Yang
- Cyber Interface Lab, University of Tokyo, Tokyo, Japan
| | - Xiaofei Zhou
- Department of Industrial Engineering, Tsinghua University, Beijing, China
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Dagher M, Farchakh Y, Barbar S, Haddad C, Akel M, Hallit S, Obeid S. Association between problematic social media use and memory performance in a sample of Lebanese adults: the mediating effect of anxiety, depression, stress and insomnia. Head Face Med 2021; 17:6. [PMID: 33622360 PMCID: PMC7901207 DOI: 10.1186/s13005-021-00260-8] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2020] [Accepted: 02/16/2021] [Indexed: 12/14/2022] Open
Abstract
Background Psychological factors such as depression, anxiety, stress and insomnia and problematic social media use are able to alter our memories and might have an impact on memory function and retrieval. More studies are needed to better understand the relationship between memory performance and mental health disorders, especially the ones that could be related to problematic social media use. The objective of this study was to evaluate any association between problematic social media use, depression, anxiety, stress, and insomnia vs memory performance among a representative sample of Lebanese people. Methods This cross-sectional study, conducted between January and May 2019, enrolled 466 community dwelling participants using a proportionate random sample from all Lebanese governorates. The questionnaire consisted of the following measures: the Memory Awareness Rating Scale (MARS) to assesses views of memory performance, the problematic social media use scale to measure the degree of addiction to social media, the Hamilton depression rating scale and Hamilton anxiety scale to assess depression and anxiety respectively, the Beirut Distress Scale to assess stress and the Lebanese Insomnia sale to assess insomnia. The data analysis was performed using the SPSS software version 25. A linear regression was conducted, taking the memory performance scale as the dependent variable. A mediation analysis was performed to test the effect of problematic social media use on memory performance mediated by depression, anxiety, stress and insomnia. Results Higher problematic social media use (Beta = − 0.21) and higher anxiety (Beta = − 0.25) were significantly associated with lower memory performance. The association between problematic social media use and memory performance was partially mediated by anxiety (21.19%) but not depression, stress or insomnia. Conclusion Concerning problematic social media use, a clear correlation was demonstrated in this study linking it to lower memory performances. Future studies should evaluate the possible mechanisms and methods for effective awareness especially towards the younger generation. Supplementary Information The online version contains supplementary material available at 10.1186/s13005-021-00260-8.
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Affiliation(s)
- Maya Dagher
- Faculty of Medicine and Medical Sciences, Holy Spirit University of Kaslik (USEK), Jounieh, Lebanon
| | - Youssef Farchakh
- Faculty of Medicine and Medical Sciences, Holy Spirit University of Kaslik (USEK), Jounieh, Lebanon
| | - Sam Barbar
- Faculty of Medicine and Medical Sciences, Holy Spirit University of Kaslik (USEK), Jounieh, Lebanon
| | - Chadia Haddad
- Univ. Limoges, UMR 1094, Neuroépidémiologie Tropicale, Institut d'Epidémiologie et de Neurologie Tropicale, GEIST, 87000, Limoges, France.,Research and Psychology Departments, Psychiatric Hospital of the Cross, Jal Eddib, Lebanon
| | - Marwan Akel
- INSPECT-LB: Institut National de Sante Publique, Epidemiologie Clinique et Toxicologie-Liban, Building 560, Street 8, Biakout, Beirut, Lebanon.,School of Pharmacy, Lebanese International University, Beirut, Lebanon
| | - Souheil Hallit
- Faculty of Medicine and Medical Sciences, Holy Spirit University of Kaslik (USEK), Jounieh, Lebanon. .,INSPECT-LB: Institut National de Sante Publique, Epidemiologie Clinique et Toxicologie-Liban, Building 560, Street 8, Biakout, Beirut, Lebanon.
| | - Sahar Obeid
- Research and Psychology Departments, Psychiatric Hospital of the Cross, Jal Eddib, Lebanon. .,INSPECT-LB: Institut National de Sante Publique, Epidemiologie Clinique et Toxicologie-Liban, Building 560, Street 8, Biakout, Beirut, Lebanon. .,Faculty of Arts and Sciences, Holy Spirit University of Kaslik (USEK), Jounieh, Lebanon.
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Abstract
Social Networking Sites (SNS) have close to 3 billion users worldwide. Recently, however, SNS have come under media scrutiny for their potential association with depression. Two previous meta-analyses failed to find evidence for a robust concurrent association between SNS use and depression symptoms. However, these analyses focused primarily on the time spent using SNS. The current meta-analysis is the first to consider the multi-dimensional nature of SNS use, and examines separately the quantitative associations of depression symptoms to SNS use in three types of SNS studies examining three distinct constructs of SNS use: time spent using SNS, intensity of SNS use, and problematic SNS use. Sixty-two studies (N = 451, 229) met inclusion criteria. Depression symptoms were significantly, but weakly, associated with time spent using SNS (r = 0.11) and intensity of SNS use (r = 0.09). However, the association of depression symptoms to problematic SNS use was moderate (r = 0.29), was significantly higher than for time spent using SNS (Qbetween = 35.85, p < 0.001) or intensity of SNS use (Qbetween = 13.95, p < 0.001), and was not significantly moderated by age, gender, year of study publication, or mode of recruitment. These results suggest that future research examining causal models of the relation of SNS use and depression, as well as research on intervention and prevention, should focus in more detail on individuals who are engaging in a pattern of problematic SNS use.
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Wang M, Xu Q, He N. Perceived interparental conflict and problematic social media use among Chinese adolescents: The mediating roles of self-esteem and maladaptive cognition toward social network sites. Addict Behav 2021; 112:106601. [PMID: 32942097 DOI: 10.1016/j.addbeh.2020.106601] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2020] [Revised: 08/02/2020] [Accepted: 08/02/2020] [Indexed: 12/19/2022]
Abstract
The present study examined the relationship between perceived interparental conflict and problematic social media use (PSMU) among adolescents, as well as the mediating effects of self-esteem and maladaptive cognition toward social network sites (SNS). A sample of 688 middle school students (56.1% females; Mage = 13.44 years; SDage = 0.99) was asked to complete a survey. Surveyed items included demographics, the Children's Perception of Interparental Conflict Scale, the Rosenberg Self-esteem Scale, the Chinese Adolescents' Maladaptive Cognitions Scale, and the Facebook Intrusion Questionnaire. After controlling for gender and age, the results showed that: (a) perceived interparental conflict was positively associated with PSMU; (b) this association was significantly mediated by maladaptive cognition toward SNS; and (c) self-esteem and maladaptive cognition toward SNS sequentially mediated this association. This study provides useful insight into the understanding of how perceived interparental conflict increases the risk of PSMU. The results further indicate that concrete approaches are required for the prevention and intervention of PSMU among adolescents.
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Fang J, Wang X, Wen Z, Zhou J. Fear of missing out and problematic social media use as mediators between emotional support from social media and phubbing behavior. Addict Behav 2020; 107:106430. [PMID: 32289745 DOI: 10.1016/j.addbeh.2020.106430] [Citation(s) in RCA: 32] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2020] [Revised: 04/01/2020] [Accepted: 04/03/2020] [Indexed: 12/11/2022]
Abstract
Recent research has identified some risk factors for phubbing behavior. However, scarce research has examined the potential influence of emotional support from social media on phubbing behavior, and little is known regarding the mediating mechanisms underlying this relationship. The present study examined the predictive role of emotional support from social media on phubbing behavior among college students and investigated whether fear of missing out and problematic social media use both mediated the relationship between emotional support from social media and phubbing behavior. A sample of 501 Chinese college students (aged 17-23, Mage = 19.6 years, SD = 1.24) completed questionnaires regarding emotional support from social media, fear of missing out, problematic social media use, and phubbing behavior. The results indicated that (a) emotional support from social media was positively associated with phubbing behavior; (b) both fear of missing out and problematic social media use mediated the relationship between emotional support from social media and phubbing behavior; and (c) fear of missing out and problematic social media use sequentially mediated the relationship between emotional support from social media and phubbing behavior. These findings have important implications for the prevention and intervention of phubbing behavior among college students.
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Affiliation(s)
- Jie Fang
- Department of Applied Psychology, Guangdong University of Finance & Economics, No. 21 Luntou Road, Haizhu District, Guangzhou 510320, China
| | - Xingchao Wang
- School of Educational Science, Shanxi University, No. 92 Wucheng Road, Xiaodian District, Taiyuan 030006, China.
| | - Zhonglin Wen
- Center for Studies of Psychological Application/School of Psychology, South China Normal University, No. 55 Zhongshan Avenue West, Tianhe District, Guangzhou 510631, China
| | - Jianfeng Zhou
- Department of Applied Psychology, Guangdong University of Finance & Economics, No. 21 Luntou Road, Haizhu District, Guangzhou 510320, China
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Boer M, van den Eijnden RJ, Boniel-Nissim M, Wong SL, Inchley JC, Badura P, Craig WM, Gobina I, Kleszczewska D, Klanšček HJ, Stevens GW. Adolescents' Intense and Problematic Social Media Use and Their Well-Being in 29 Countries. J Adolesc Health 2020; 66:S89-S99. [PMID: 32446614 PMCID: PMC7427320 DOI: 10.1016/j.jadohealth.2020.02.014] [Citation(s) in RCA: 107] [Impact Index Per Article: 26.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/01/2019] [Revised: 02/06/2020] [Accepted: 02/07/2020] [Indexed: 02/06/2023]
Abstract
PURPOSE This study examined (1) whether intense and problematic social media use (SMU) were independently associated with adolescent well-being; (2) whether these associations varied by the country-level prevalence of intense and problematic SMU; and (3) whether differences in the country-level prevalence of intense and problematic SMU were related to differences in mobile Internet access. METHODS Individual-level data came from 154,981 adolescents (meanage = 13.5) from 29 countries that participated in the 2017/2018 Health Behaviour in School-aged Children (HBSC) survey. Intense SMU was measured by the time spent on social media, whereas problematic SMU was defined by symptoms of addiction to social media. Mental (life satisfaction and psychological complaints), school (school satisfaction and perceived school pressure), and social (family support and friend support) well-being were assessed. Country-level data came from aggregated individual-level data and data from the Organisation for Economic Co-operation and Development (OECD) on Internet access. RESULTS Two-level regression analyses indicated that in countries with a lower prevalence of intense SMU, intense users reported lower levels of life satisfaction and family support and more psychological complaints than nonintense users. In contrast, in countries with a higher prevalence of intense SMU, intense users reported higher levels of family support and life satisfaction than nonintense users, and similar levels of psychological complaints. In all countries, intense users reported more friend support than nonintense users. The findings regarding problematic SMU were more consistent: In all countries, problematic users reported lower well-being on all domains than nonproblematic users. Observed differences in country-level prevalence rates of intense and problematic SMU could not be explained by mobile Internet access. CONCLUSIONS Adolescents reporting problematic SMU are particularly at risk of lower well-being. In many countries, intense SMU may be a normative adolescent behavior that contributes positively to specific domains of their well-being.
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Affiliation(s)
- Maartje Boer
- Department of Interdisciplinary Social Science, Utrecht University, Utrecht, The Netherlands.
| | | | - Meyran Boniel-Nissim
- School of Social Sciences and Humanities, Kinneret Academic College, Sea of Galilee, Israel
| | - Suzy-Lai Wong
- Centre for Health Promotion, Public Health Agency of Canada, Ottawa, Canada
| | - Joanna C. Inchley
- MRC/CSO Social and Public Health Sciences Unit, University of Glasgow, Glasgow, Scotland,School of Medicine, University of St Andrews, St Andrews, Scotland
| | - Petr Badura
- Faculty of Physical Culture, Palacký University, Olomouc, Czech Republic
| | - Wendy M. Craig
- Department of Psychology, Queen's University, Kingston, Canada
| | - Inese Gobina
- Department of Public Health and Epidemiology, Institute of Public Health, Riga Stradinš University, Riga, Latvia
| | | | - Helena J. Klanšček
- Center for Study and Development of Health, National Institute of Public Health, Ljubljana, Slovenia
| | - Gonneke W.J.M. Stevens
- Department of Interdisciplinary Social Science, Utrecht University, Utrecht, The Netherlands
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Casale S, Banchi V. Narcissism and problematic social media use: A systematic literature review. Addict Behav Rep 2020; 11:100252. [PMID: 32467841 PMCID: PMC7244927 DOI: 10.1016/j.abrep.2020.100252] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2019] [Revised: 01/17/2020] [Accepted: 01/17/2020] [Indexed: 12/03/2022] Open
Abstract
Grandiose narcissism and problematic Facebook use are positively associated. The grandiose narcissism–problematic Facebook use link is consistent across studies. Narcissism might not have consistent effects across social media platforms. The association between vulnerable narcissism and problematic social media use has been less investigated.
Introduction The relationship between narcissism and social media use has been a topic of research since the advent of the first social media website. While numerous meta-analyses have been conducted to synthesize empirical evidence on the association between narcissism and typical online behaviors (e.g., uploading photos and usage frequency), evidence on the association between narcissism and Problematic Social Media Use (PSMU) has not yet been systematized. The current study represents the first systematic review on this topic. Methods Electronic literature databases, including the Web of Science, MEDLINE, PsychINFO, and EMBASE, were searched to identify studies that examined the relationship between narcissism and PSMU. We found 14 empirical studies on narcissism and PSMU. Additionally, seven studies focused on the association with Problematic Facebook Use (PFU). Results Consistent results were reported regarding the positive and significant association between grandiose narcissism and PFU (0.13 < r < 0.32). The only two studies that included a vulnerable narcissism measure reported a positive and significant correlation with PFU as well. Studies that did not distinguish between different online platforms (i.e., those measuring PSMU) reported less consistent results. Conclusions The results generally revealed that narcissism might be involved in PFU, but it might not have consistent effects across social media platforms. The assessment of problematic social media use without distinguishing different platforms might not individuate narcissists' preferences and risks. However, our findings need to be interpreted with caution not only due to the relatively small number of studies on this topic but also because 19 studies out 21 used a cross-sectional design.
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Affiliation(s)
- Silvia Casale
- Department of Health Sciences, Psychology Unit, University of Florence, Via San Salvi 12, Padiglione 26, 50135 Florence, Italy
| | - Vanessa Banchi
- School of Psychology, University of Florence, Via della Torretta 16, 50135 Florence, Italy
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Marino C, Gini G, Angelini F, Vieno A, Spada MM. Social norms and e-motions in problematic social media use among adolescents. Addict Behav Rep 2020; 11:100250. [PMID: 32467839 PMCID: PMC7244919 DOI: 10.1016/j.abrep.2020.100250] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2019] [Revised: 01/09/2020] [Accepted: 01/10/2020] [Indexed: 12/13/2022] Open
Abstract
Social norms influence problematic social media use. Difficulties in emotion regulation are associated with problematic social media use. Facilitating use of e-motions predicts problematic social media use. Peer influence and emotion regulation are relevant in this context.
Introduction Being constantly connected on social media is a “way of being” among adolescents. However, social media use can become “problematic” for some users and only a few studies have explored the concurrent contribution of social context and emotion regulation to problematic social media use. The current study aimed to test: (i) the influence of friends (i.e., their social media use and group norms about social media use); and (ii) the effects of difficulties in emotion regulation and so-called “e-motions” on adolescents’ problematic social media use. Methods A cross-sectional study was conducted in Italian secondary schools. An online questionnaire was administered to 761 adolescents (44.5% females; Mage = 15.49 years; SDage = 1.03). Results Path analysis showed that social norms were directly associated with problematic social media use and friends’ social media use was associated with the frequency of social media use, which, in turn, was associated with problematic use. Difficulties in emotion regulation were directly and indirectly linked to problematic social media use via frequency of use and facilitating use of e-motions. Conclusions These findings provide support for the importance of both peer influence and emotion regulation in this context. Social norms and emotion regulation should be considered in prevention programs addressing problematic social media use in adolescents.
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Affiliation(s)
- Claudia Marino
- Dipartimento di Psicologia dello Sviluppo e della Socializzazione, Università degli Studi di Padova, Padova, Italy
- Division of Psychology, School of Applied Sciences, London South Bank University, London, UK
- Corresponding author at: Dipartimento di Psicologia dello Sviluppo e della Socializzazione, Università degli Studi di Padova, Padova, via Venezia, 8, 35121, Italy.
| | - Gianluca Gini
- Dipartimento di Psicologia dello Sviluppo e della Socializzazione, Università degli Studi di Padova, Padova, Italy
| | - Federica Angelini
- Dipartimento di Psicologia dello Sviluppo e della Socializzazione, Università degli Studi di Padova, Padova, Italy
| | - Alessio Vieno
- Dipartimento di Psicologia dello Sviluppo e della Socializzazione, Università degli Studi di Padova, Padova, Italy
| | - Marcantonio M. Spada
- Division of Psychology, School of Applied Sciences, London South Bank University, London, UK
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Raudsepp L, Kais K. Longitudinal associations between problematic social media use and depressive symptoms in adolescent girls. Prev Med Rep 2019; 15:100925. [PMID: 31304081 DOI: 10.1016/j.pmedr.2019.100925] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2019] [Revised: 05/13/2019] [Accepted: 06/20/2019] [Indexed: 12/23/2022] Open
Abstract
The primary aim of the current study was to examine longitudinal relation between problematic social media use (PSMU) and depressive symptoms in adolescent girls. Adolescent girls (n = 397) were assessed in three time points across two years. PSMU and depressive symptoms were subjectively assessed at three waves spaced 2 years apart. Latent growth models were used to test whether changes in PSMU were related to changes in depressive symptoms, and whether baseline PSMU predicted changes in depressive symptoms and vice versa. Results revealed baseline PSMU was positively associated with baseline depressive symptoms (β = 0.29, p < 0.01), and changes in PSMU were related to changes in depressive symptoms (β = 0.22, p < 0.05). In addition, baseline depressive symptoms were predictive of changes in PSMU (β = 0.23, p < 0.05), but baseline PSMU did not predict changes in depressive symptoms. These findings provide evidence of positive associations between increasing PSMU and depressive symptoms and suggest that interventions should target reduction of PSMU to prevent adolescents' mental health problems.
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Shensa A, Escobar-Viera CG, Sidani JE, Bowman ND, Marshal MP, Primack BA. Problematic social media use and depressive symptoms among U.S. young adults: A nationally-representative study. Soc Sci Med 2017; 182:150-157. [PMID: 28446367 DOI: 10.1016/j.socscimed.2017.03.061] [Citation(s) in RCA: 178] [Impact Index Per Article: 25.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2016] [Revised: 03/20/2017] [Accepted: 03/31/2017] [Indexed: 02/07/2023]
Abstract
RATIONALE Depression is the leading cause of disability worldwide. The suggested association between social media use (SMU) and depression may be explained by the emerging maladaptive use pattern known as problematic social media use (PSMU), characterized by addictive components. OBJECTIVE We aimed to assess the association between PSMU and depressive symptoms-controlling for overall time and frequency of SMU-among a large sample of U.S. young adults. METHODS In October 2014, participants aged 19-32 (N = 1749) were randomly selected from a nationally-representative U.S. probability-based panel and subsequently invited to participate in an online survey. We assessed depressive symptoms using the validated Patient-Reported Outcomes Measurement Information System (PROMIS) brief depression scale. We measured PSMU using an adapted version of the Bergen Facebook Addiction Scale to encompass broader SMU. Using logistic regression models, we tested the association between PSMU and depressive symptoms, controlling for time and frequency of SMU as well as a comprehensive set of socio-demographic covariates. RESULTS In the multivariable model, PSMU was significantly associated with a 9% increase in odds of depressive symptoms (AOR [adjusted odds ratio] = 1.09; 95% CI [confidence interval]: 1.05, 1.13; p < 0.001.) Increased frequency of SMU was also significantly associated with increased depressive symptoms, whereas SMU time was not (AOR = 1.01; 95% CI: 1.00, 1.01; p = 0.001 and AOR = 1.00; 95% CI: 0.999-1.001; p = 0.43, respectively). CONCLUSION PSMU was strongly and independently associated with increased depressive symptoms in this nationally-representative sample of young adults. PSMU largely explained the association between SMU and depressive symptom, suggesting that it may be how we use social media, not how much, that poses a risk. Intervention efforts aimed at reducing depressive symptoms, such as screenings for maladaptive SMU, may be most successful if they address addictive components and frequency-rather than time-of SMU.
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Affiliation(s)
- Ariel Shensa
- Division of General Internal Medicine, Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States; Center for Research on Media, Technology, and Health, University of Pittsburgh, Pittsburgh, PA, United States.
| | - César G Escobar-Viera
- Center for Research on Media, Technology, and Health, University of Pittsburgh, Pittsburgh, PA, United States; Health Policy Institute, University of Pittsburgh, Pittsburgh, PA, United States
| | - Jaime E Sidani
- Division of General Internal Medicine, Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States; Center for Research on Media, Technology, and Health, University of Pittsburgh, Pittsburgh, PA, United States
| | - Nicholas D Bowman
- Department of Communication Studies, West Virginia University, Morgantown, WV, United States
| | - Michael P Marshal
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, United States
| | - Brian A Primack
- Division of General Internal Medicine, Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States; Center for Research on Media, Technology, and Health, University of Pittsburgh, Pittsburgh, PA, United States
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