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Yang B, Zhou Z, Chen Y, Devakonda V, Cai T, Lee T, Qu Y. Parental warmth buffers the negative impact of weaker fronto-striatal connectivity on early adolescents' academic achievement. JOURNAL OF RESEARCH ON ADOLESCENCE : THE OFFICIAL JOURNAL OF THE SOCIETY FOR RESEARCH ON ADOLESCENCE 2025; 35:e12949. [PMID: 38717122 PMCID: PMC11758458 DOI: 10.1111/jora.12949] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Revised: 04/05/2024] [Accepted: 04/08/2024] [Indexed: 01/25/2025]
Abstract
In past decades, the positive role of self-control in students' academic success has attracted plenty of scholarly attention. However, fewer studies have examined the link between adolescents' neural development of the inhibitory control system and their academic achievement, especially using a longitudinal approach. Moreover, less is known about the role of parents in this link. Using large-scale longitudinal data from the Adolescent Brain Cognitive Development (ABCD) study (N = 9574; mean age = 9.94 years at baseline, SD = .63; 50% girls), the current study took an integrative biopsychosocial approach to explore the longitudinal link between early adolescents' fronto-striatal connectivity and their academic achievement, with attention to the moderating role of parental warmth. Results showed that weaker intrinsic connectivity between the frontoparietal network and the striatum was associated with early adolescents' worse academic achievement over 2 years during early adolescence. Notably, parental warmth moderated the association between fronto-striatal connectivity and academic achievement, such that weaker fronto-striatal connectivity was only predictive of worse academic achievement among early adolescents who experienced low levels of parental warmth. Taken together, the findings demonstrate weaker fronto-striatal connectivity as a risk factor for early adolescents' academic development and highlight parental warmth as a protective factor for academic development among those with weaker connectivity within the inhibitory control system.
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Affiliation(s)
- Beiming Yang
- School of Education and Social PolicyNorthwestern UniversityEvanstonIllinoisUSA
| | - Zexi Zhou
- Department of Human Development and Family SciencesThe University of Texas at AustinAustinTexasUSA
| | - Ya‐Yun Chen
- Department of PsychologyVirginia TechBlacksburgVirginiaUSA
| | - Varun Devakonda
- School of Education and Social PolicyNorthwestern UniversityEvanstonIllinoisUSA
| | - Tianying Cai
- School of Education and Social PolicyNorthwestern UniversityEvanstonIllinoisUSA
- Institute of Child DevelopmentUniversity of Minnesota, Twin CitiesMinneapolisMinnesotaUnited States
| | - Tae‐Ho Lee
- Department of PsychologyVirginia TechBlacksburgVirginiaUSA
| | - Yang Qu
- School of Education and Social PolicyNorthwestern UniversityEvanstonIllinoisUSA
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Mohamed ZA, Dong H, Xue Y, Bai M, Ouyang Y, Jia F. Prolonged screen time is associated with increased severity of tic symptoms in children with tic disorders. Ital J Pediatr 2025; 51:16. [PMID: 39865274 DOI: 10.1186/s13052-025-01851-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Accepted: 01/12/2025] [Indexed: 01/28/2025] Open
Abstract
BACKGROUND Recent studies have emphasized the association between prolonged screen exposure and neurodevelopmental disorders, though its correlation with tic disorders (TDs) remains ambiguous. We thus conducted this study to investigate the association between screen time (ST) and the severity of tic symptoms in children diagnosed with TDs. METHODS We conducted a retrospective case-control study with 342 cases of TDs and 270 controls, collecting data from March 2021 to December 2023. The main exposure variable was daily ST for each child, and tic severity, evaluated using the Yale Global Tic Severity Scale (YGTSS), was the outcome variable. Statistical analysis included descriptive statistics, Pearson's correlation analysis to examine the relationship between screen time and tic severity, and multivariate regression analysis to evaluate the predictive power of screen time for tic symptoms. RESULTS Our findings revealed that children with TDs had significantly longer ST compared to the control group, averaging 116.06 ± 147.9 min/day versus 43.23 ± 37.5 min/day, p < 0.001. We also noted a positive correlation between ST and TDs( r = 0.461, p < 0.01). Daily ST was a significant predictor of overall YGTSS scores (t = 9.58, p < 0.001), suggesting that increased ST is associated with heightened tic symptoms. However, age of first exposure to screens was not significantly correlated with tic severity (p > 0.05). Though we observed a negative correlation between ST and vitamin D levels, the results were not statistically significant (p > 0.05). CONCLUSION Children with TDs had longer ST compared to their control's counterparts, and prolonged ST was significantly associated with heightened tic severity, which highlights the critical need for careful monitoring and regulation of screen time in children with TDs.
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Affiliation(s)
- Zakaria Ahmed Mohamed
- Department of developmental and behavior pediatrics, Children's Medical Center, The First Hospital of Jilin University, Jilin University, Changchun, China
- The Child Health Clinical Research Center of Jilin Province, Changchun, China
| | - Hanyu Dong
- Department of developmental and behavior pediatrics, Children's Medical Center, The First Hospital of Jilin University, Jilin University, Changchun, China
- The Child Health Clinical Research Center of Jilin Province, Changchun, China
| | - Yang Xue
- Department of developmental and behavior pediatrics, Children's Medical Center, The First Hospital of Jilin University, Jilin University, Changchun, China
- The Child Health Clinical Research Center of Jilin Province, Changchun, China
| | - Miaoshui Bai
- Department of developmental and behavior pediatrics, Children's Medical Center, The First Hospital of Jilin University, Jilin University, Changchun, China
- The Child Health Clinical Research Center of Jilin Province, Changchun, China
| | - Yuling Ouyang
- Department of developmental and behavior pediatrics, Children's Medical Center, The First Hospital of Jilin University, Jilin University, Changchun, China
- The Child Health Clinical Research Center of Jilin Province, Changchun, China
| | - Feiyong Jia
- Department of developmental and behavior pediatrics, Children's Medical Center, The First Hospital of Jilin University, Jilin University, Changchun, China.
- The Child Health Clinical Research Center of Jilin Province, Changchun, China.
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Caamaño-Navarrete F, Arriagada-Hernández C, Jara-Tomckowiack L, Hernandez-Martinez J, Valdés-Badilla P, Contreras-Díaz G, del-Cuerpo I, Delgado-Floody P. Association Between Screen Time and Lifestyle Parameters with Executive Functions in Chilean Children and Adolescents: Potential Mediating Role of Health-Related Quality of Life. CHILDREN (BASEL, SWITZERLAND) 2024; 12:2. [PMID: 39857833 PMCID: PMC11764174 DOI: 10.3390/children12010002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/28/2024] [Revised: 12/18/2024] [Accepted: 12/19/2024] [Indexed: 01/27/2025]
Abstract
Background/Objective: This study aimed to (i) investigate the association between lifestyle parameters (i.e., screen time [ST], food habits, and physical activity [PA]) and health-related quality of life (HRQoL) with executive functions (EFs, i.e., attention, inhibition, working memory, and cognitive flexibility) in Chilean children and adolescents, and (ii) determine the potential mediating role of HRQoL in the relationship between ST and EFs. Methods: A total of 511 children and adolescents (51.3% female) aged 10-17 years participated. Lifestyle parameters and EFs were evaluated. Results: Attention was inversely associated with ST (β = -19.51, p < 0.001) and positively associated with HRQoL (β = 4.17, p < 0.001). Inhibition was negatively linked to ST (β = -25.17, p < 0.001) and positively associated with HRQoL (β = 3.23, p = 0.041). Working memory was inversely related to ST (β = -28.89, p = 0.001) and positively associated with PA (β = 34.01, p < 0.001) and HRQoL (β = 4.22, p = 0.003). Cognitive flexibility was associated with ST (β = -26.76, p = 0.001), PA (β = 23.23, p = 0.047), and HRQoL (β = 4.91, p = 0.004). The indirect effect confirmed that HRQoL partially mediated the relationship between ST and EFs, including attention (5%), inhibition (3.18%), working memory (3.82%), and cognitive flexibility (5.3%). Conclusions: ST was inversely associated with all EFs assessed, and HRQoL showed a potential mediating role in these relationships.
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Affiliation(s)
- Felipe Caamaño-Navarrete
- Physical Education Career, Universidad Autónoma de Chile, Temuco 4780000, Chile; (F.C.-N.); (C.A.-H.)
| | - Carlos Arriagada-Hernández
- Physical Education Career, Universidad Autónoma de Chile, Temuco 4780000, Chile; (F.C.-N.); (C.A.-H.)
- Collaborative Research Group for School Development (GICDE), Temuco 4780000, Chile
| | | | - Jordan Hernandez-Martinez
- Department of Physical Activity Sciences, Universidad de Los Lagos, Osorno 5290000, Chile;
- Programa de Investigación en Deporte, Sociedad y Buen Vivir, Universidad de los Lagos, Osorno 5290000, Chile
- G-IDyAF Research Group, Department of Physical Activity Sciences, Universidad de Los Lagos, Osorno 5290000, Chile
| | - Pablo Valdés-Badilla
- Department of Physical Activity Sciences, Faculty of Education Sciences, Universidad Católica del Maule, Talca 3530000, Chile;
- Sports Coach Career, School of Education, Universidad Viña del Mar, Viña del Mar 2580022, Chile
| | - Guido Contreras-Díaz
- Escuela de Kinesiología, Facultad de Odontología y Ciencias de la Rehabilitación, Universidad San Sebastián, Lago Panguipulli 1390, Puerto Montt 5501842, Chile;
| | - Indya del-Cuerpo
- Department of Physical Education and Sport, Faculty of Sports Sciences, University of Granada, 18012 Granada, Spain;
| | - Pedro Delgado-Floody
- Department of Physical Education, Sport and Recreation, Universidad de La Frontera, Temuco 4811230, Chile
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Nagata JM, Al-Shoaibi AAA, Leong AW, Zamora G, Testa A, Ganson KT, Baker FC. Screen time and mental health: a prospective analysis of the Adolescent Brain Cognitive Development (ABCD) Study. BMC Public Health 2024; 24:2686. [PMID: 39370520 PMCID: PMC11457456 DOI: 10.1186/s12889-024-20102-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2023] [Accepted: 09/16/2024] [Indexed: 10/08/2024] Open
Abstract
BACKGROUND Despite the ubiquity of adolescent screen use, there are limited longitudinal studies that examine the prospective relationships between screen time and child behavioral problems in a large, diverse nationwide sample of adolescents in the United States, which was the objective of the current study. METHODS We analyzed cohort data of 9,538 adolescents (9-10 years at baseline in 2016-2018) with two years of follow-up from the Adolescent Brain Cognitive Development (ABCD) Study. We used mixed-effects models to analyze associations between baseline self-reported screen time and parent-reported mental health symptoms using the Child Behavior Checklist, with random effects adjusted for age, sex, race/ethnicity, household income, parent education, and study site. We tested for effect modification by sex and race/ethnicity. RESULTS The sample was 48.8% female and racially/ethnically diverse (47.6% racial/ethnic minority). Higher total screen time was associated with all mental health symptoms in adjusted models, and the association was strongest for depressive (B = 0.10, 95% CI 0.06, 0.13, p < 0.001), conduct (B = 0.07, 95% CI 0.03, 0.10, p < 0.001), somatic (B = 0.06, 95% CI 0.01, 0.11, p = 0.026), and attention-deficit/hyperactivity symptoms (B = 0.06, 95% CI 0.01, 0.10, p = 0.013). The specific screen types with the greatest associations with depressive symptoms included video chat, texting, videos, and video games. The association between screen time and depressive, attention-deficit/hyperactivity, and oppositional defiant symptoms was stronger among White compared to Black adolescents. The association between screen time and depressive symptoms was stronger among White compared to Asian adolescents. CONCLUSIONS Screen time is prospectively associated with a range of mental health symptoms, especially depressive symptoms, though effect sizes are small. Video chat, texting, videos, and video games were the screen types with the greatest associations with depressive symptoms. Future research should examine potential mechanisms linking screen use with child behavior problems.
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Affiliation(s)
- Jason M Nagata
- Department of Pediatrics, University of California, San Francisco, 550 16th Street, 4th Floor, Box 0503, San Francisco, CA, 94143, USA.
| | - Abubakr A A Al-Shoaibi
- Department of Pediatrics, University of California, San Francisco, 550 16th Street, 4th Floor, Box 0503, San Francisco, CA, 94143, USA
| | - Alicia W Leong
- Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY, 10029, USA
| | - Gabriel Zamora
- Department of Pediatrics, University of California, San Francisco, 550 16th Street, 4th Floor, Box 0503, San Francisco, CA, 94143, USA
| | - Alexander Testa
- Department of Management, Policy and Community Health, University of Texas Health Science Center at Houston, 7000 Fannin St, Houston, TX, 77030, USA
| | - Kyle T Ganson
- Factor-Inwentash Faculty of Social Work, University of Toronto, 246 Bloor St W, Toronto, ON, M5S 1V4, Canada
| | - Fiona C Baker
- Center for Health Sciences, SRI International, 333 Ravenswood Ave, Menlo Park, CA, 94025, USA
- School of Physiology, University of the Witwatersrand, 1 Jan Smuts Avenue, Braamfontein, Johannesburg, 2000, South Africa
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Teng H, Zhu L, Zhang X, Qiu B. When Games Influence Words: Gaming Addiction among College Students Increases Verbal Aggression through Risk-Biased Drifting in Decision-Making. Behav Sci (Basel) 2024; 14:699. [PMID: 39199095 PMCID: PMC11352047 DOI: 10.3390/bs14080699] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2024] [Revised: 08/05/2024] [Accepted: 08/08/2024] [Indexed: 09/01/2024] Open
Abstract
Increased aggression due to gaming addiction is a widespread and highly publicized problem. The underlying processes by which verbal aggression, a more harmful and persistent subcategory of aggression, is affected by gaming addiction may differ from other types of aggression. In this study, data came from 252 randomly recruited current university students (50.79% male, mean age 19.60 years, SD: 1.44 years, range 17 to 29 years). Participants reported gaming addiction and different types of aggression through questionnaires. In addition, two important explanatory processes, inhibitory control, and risk preference, were measured through behavioral experiments. A Bayesian hierarchical drift-diffusion model was employed to interpret the data from the risk preference task. In contrast to previous work, the study found that inhibitory control did not significantly correlate with either gaming addiction or any form of aggression However, the drift rate, a measure of decision-making inclination under risk, partially mediates the relationship between gaming addiction and verbal aggression (but not other forms of aggression). The findings illuminate risk preference under adverse conditions as a key predictor of verbal aggression, offering avenues for early intervention and suggesting game design modifications to mitigate verbal aggression by adjusting reward mechanisms.
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Affiliation(s)
- Huina Teng
- School of Health Management, Guangzhou Medical University, Guangzhou 510180, China
| | - Lixin Zhu
- School of Health Management, Guangzhou Medical University, Guangzhou 510180, China
| | - Xuanyu Zhang
- School of Mental Health, Guangzhou Medical University, Guangzhou 510180, China
| | - Boyu Qiu
- School of Health Management, Guangzhou Medical University, Guangzhou 510180, China
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Hochstetler E, Hill K. Mobilizing Meaning: Religion and Spirituality Among Future Generations. Child Adolesc Psychiatr Clin N Am 2024; 33:411-421. [PMID: 38823813 DOI: 10.1016/j.chc.2024.03.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/03/2024]
Abstract
Religion and spirituality have long been known to impact both physical and mental health. Considering religion and spirituality as possible additions to social determinants of health, this article examines the current state of religion and spirituality in the United States and also discusses the ways in which they can contribute to the mental health of children and adolescents. Further, this article also discusses new approaches within religion and spirituality to address the changing needs of future generations.
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Affiliation(s)
- Emily Hochstetler
- UMass Chan Medical School, 55 North Lake Avenue, Worcester, MA 01655, USA.
| | - Kelly Hill
- University of Kentucky Medical Center, 245 Fountain Court, Lexington, KY 40509, USA
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Bhadelia A, Barr KR, John JR, Jalaludin B, Dissanyake C, Williams K, Woolfenden S, Eapen V. Difficult Toddler Temperament - Prevalence and Associated Factors at 18-Month Follow-Up of a Birth Cohort. Neuropsychiatr Dis Treat 2024; 20:967-977. [PMID: 38741582 PMCID: PMC11090188 DOI: 10.2147/ndt.s454949] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Accepted: 05/03/2024] [Indexed: 05/16/2024] Open
Abstract
Purpose Difficult temperament coupled with other risk factors may lead to mental health problems in childhood and have long-lasting effects in adolescence and adulthood. This study aimed to investigate the prevalence of parental perception of difficult temperament in toddlers and identify significant factors associated with individual and family-level sociodemographic risk factors. Patients and Methods The prevalence of parental perception of difficult temperament was derived from items in the 18-month follow-up questionnaire within the Watch Me Grow (WMG) longitudinal birth cohort study in a multicultural and socioeconomically disadvantaged community in Sydney, Australia. Data was available for 500 children and their parents. Descriptive analysis was used to calculate the participant characteristics and the prevalence of parental perception of difficult temperament, whereas multivariable logistic regression analysis was used to assess significant risk factors associated with a difficult temperament. Results Parental perception of difficult temperament in the cohort was 7.3% (n = 492). Findings of the multivariable logistic regression showed that screen time >2 hours a day (AOR 2.43, 95% CI: 1.2, 4.9), child not being read to (AOR 3.92, 95% CI: 1.8, 8.5), and family history of mental health problems (AOR 2.69, 95% CI: 1.1, 6.5) significantly increased the odds of having a difficult temperament. Conclusion Toddlers with difficult temperament were less likely to have received stimulatory experiences, and their families were more likely to be under greater stress. The findings emphasize the importance of parental support and anticipatory guidance in promoting nurturing care to facilitate child health and development, particularly in disadvantaged communities.
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Affiliation(s)
- A’ishah Bhadelia
- School of Clinical Medicine, University of New South Wales, Sydney, NSW, Australia
| | - Karlen R Barr
- South Western Sydney Local Health District, Liverpool, NSW, Australia
| | - James Rufus John
- School of Clinical Medicine, University of New South Wales, Sydney, NSW, Australia
- South Western Sydney Local Health District, Liverpool, NSW, Australia
- Ingham Institute of Applied Medical Research, Liverpool, NSW, Australia
| | - Bin Jalaludin
- Ingham Institute of Applied Medical Research, Liverpool, NSW, Australia
- School of Population Health, University of New South Wales, Sydney, NSW, Australia
| | - Cheryl Dissanyake
- School of Psychology and Public Health, La Trobe University, Melbourne, VIC, Australia
| | - Katrina Williams
- Department of Paediatrics, Monash University, Melbourne, VIC, Australia
| | - Susan Woolfenden
- Sydney Medical School, University of Sydney, Sydney, NSW, Australia
| | - Valsamma Eapen
- School of Clinical Medicine, University of New South Wales, Sydney, NSW, Australia
- South Western Sydney Local Health District, Liverpool, NSW, Australia
- Ingham Institute of Applied Medical Research, Liverpool, NSW, Australia
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8
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Matsui M, Ishii K, Suzuki K, Togashi K. Chronotype and emotional/behavioral problems mediate the association between leisure screen time and academic achievement in children. Chronobiol Int 2024; 41:513-520. [PMID: 38380819 DOI: 10.1080/07420528.2024.2320231] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Accepted: 02/12/2024] [Indexed: 02/22/2024]
Abstract
Leisure screen time is associated with poor academic achievement; however, the mechanism underlying this relationship is unclear. Chronotypes and emotional/behavioral problems may be linked to this association. This study aimed to examine the associations between leisure screen time, chronotype, emotional/behavioral problems, and academic achievement using mediation analysis. A total of 113 children aged 9-12 years participated in this study. All participants were assessed for leisure screen time, chronotype, emotional/behavioral problems, and academic achievement. Leisure screen time was evaluated using a self-reported questionnaire. Chronotypes were measured using The Japanese Children's Chronotype Questionnaire, and the morningness/eveningness (M/E) score was calculated. Emotional/behavioral problems were assessed using The Japanese Strengths and Difficulties Questionnaire, and the total difficulties score (TDS) was calculated. Academic achievement was assessed by the homeroom teacher for each of the seven school subjects. Partial correlation analysis adjusted for grade, sex, and sleep duration indicated that leisure screen time was associated with M/E scores and academic achievement (p < 0.05). There was a positive association between M/E score and TDS (p < 0.05) and a negative association between TDS and academic achievement (p < 0.05). A mediation analysis adjusted for grade, sex, and sleep duration was performed. There was a significant total effect of leisure screen time on academic achievement (p < 0.05). Additionally, the M/E score and TDS significantly mediated the association between leisure screen time and academic achievement (p < 0.05). Our findings suggest that the serial path between chronotype and emotional/behavioral problems weakly but significantly mediates the association of leisure screen time with academic achievement.
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Affiliation(s)
- Masahiro Matsui
- Institute of Health and Sports Science & Medicine, Juntendo University, Chiba, Japan
- Institute of Health and Sport Sciences, University of Tsukuba, Ibaraki, Japan
| | - Kaori Ishii
- Faculty of Sport Sciences, Waseda University, Saitama, Japan
| | - Koya Suzuki
- Institute of Health and Sports Science & Medicine, Juntendo University, Chiba, Japan
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Kang Y, Ahn J, Cosme D, Mwilambwe-Tshilobo L, McGowan A, Zhou D, Boyd ZM, Jovanova M, Stanoi O, Mucha PJ, Ochsner KN, Bassett DS, Lydon-Staley D, Falk EB. Frontoparietal functional connectivity moderates the link between time spent on social media and subsequent negative affect in daily life. Sci Rep 2023; 13:20501. [PMID: 37993522 PMCID: PMC10665348 DOI: 10.1038/s41598-023-46040-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Accepted: 10/26/2023] [Indexed: 11/24/2023] Open
Abstract
Evidence on the harms and benefits of social media use is mixed, in part because the effects of social media on well-being depend on a variety of individual difference moderators. Here, we explored potential neural moderators of the link between time spent on social media and subsequent negative affect. We specifically focused on the strength of correlation among brain regions within the frontoparietal system, previously associated with the top-down cognitive control of attention and emotion. Participants (N = 54) underwent a resting state functional magnetic resonance imaging scan. Participants then completed 28 days of ecological momentary assessment and answered questions about social media use and negative affect, twice a day. Participants who spent more than their typical amount of time on social media since the previous time point reported feeling more negative at the present moment. This within-person temporal association between social media use and negative affect was mainly driven by individuals with lower resting state functional connectivity within the frontoparietal system. By contrast, time spent on social media did not predict subsequent affect for individuals with higher frontoparietal functional connectivity. Our results highlight the moderating role of individual functional neural connectivity in the relationship between social media and affect.
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Affiliation(s)
- Yoona Kang
- Department of Psychology, Rutgers, The State University of New Jersey, Camden, NJ, 08102, USA.
- Annenberg School for Communication, University of Pennsylvania, Philadelphia, PA, 19104, USA.
| | - Jeesung Ahn
- Annenberg School for Communication, University of Pennsylvania, Philadelphia, PA, 19104, USA
- Department of Psychology, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Danielle Cosme
- Annenberg School for Communication, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | | | - Amanda McGowan
- Department of Psychology, Concordia University, Montreal, QC, H4B 1R6, Canada
| | - Dale Zhou
- Department of Neuroscience, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Zachary M Boyd
- Department of Mathematics, Brigham Young University, Provo, UT, 84604, USA
| | - Mia Jovanova
- Annenberg School for Communication, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Ovidia Stanoi
- Department of Psychology, Columbia University, New York, NY, 10027, USA
| | - Peter J Mucha
- Department of Mathematics, Dartmouth College, Hanover, NH, 03755, USA
| | - Kevin N Ochsner
- Department of Psychology, Columbia University, New York, NY, 10027, USA
| | - Dani S Bassett
- Department of Physics and Astronomy, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - David Lydon-Staley
- Annenberg School for Communication, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Emily B Falk
- Annenberg School for Communication, University of Pennsylvania, Philadelphia, PA, 19104, USA.
- Department of Psychology, University of Pennsylvania, Philadelphia, PA, 19104, USA.
- Wharton Marketing Department, University of Pennsylvania, Philadelphia, PA, 19104, USA.
- Wharton Operations, Information and Decisions Department, University of Pennsylvania, Philadelphia, PA, 19104, USA.
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