From "online brains" to "online lives": understanding the individualized impacts of Internet use across psychological, cognitive and social dimensions
Status PubMed-not-MEDLINE Jazyk angličtina Země Itálie Médium print
Typ dokumentu časopisecké články
PubMed
38727074
PubMed Central
PMC11083903
DOI
10.1002/wps.21188
Knihovny.cz E-zdroje
- Klíčová slova
- Internet, addiction, artificial intelligence, attention, cognition, culturomics, memory, mental well‐being, social functioning, social media,
- Publikační typ
- časopisecké články MeSH
In response to the mass adoption and extensive usage of Internet-enabled devices across the world, a major review published in this journal in 2019 examined the impact of Internet on human cognition, discussing the concepts and ideas behind the "online brain". Since then, the online world has become further entwined with the fabric of society, and the extent to which we use such technologies has continued to grow. Furthermore, the research evidence on the ways in which Internet usage affects the human mind has advanced considerably. In this paper, we sought to draw upon the latest data from large-scale epidemiological studies and systematic reviews, along with randomized controlled trials and qualitative research recently emerging on this topic, in order to now provide a multi-dimensional overview of the impacts of Internet usage across psychological, cognitive and societal outcomes. Within this, we detail the empirical evidence on how effects differ according to various factors such as age, gender, and usage types. We also draw from new research examining more experiential aspects of individuals' online lives, to understand how the specifics of their interactions with the Internet, and the impact on their lifestyle, determine the benefits or drawbacks of online time. Additionally, we explore how the nascent but intriguing areas of culturomics, artificial intelligence, virtual reality, and augmented reality are changing our understanding of how the Internet can interact with brain and behavior. Overall, the importance of taking an individualized and multi-dimensional approach to how the Internet affects mental health, cognition and social functioning is clear. Furthermore, we emphasize the need for guidelines, policies and initiatives around Internet usage to make full use of the evidence available from neuroscientific, behavioral and societal levels of research presented herein.
Biology Centre Czech Academy of Sciences České Budějovice Czech Republic
Central Clinical School Faculty of Medicine and Health University of Sydney Sydney NSW Australia
Centre for Health Performance and Wellbeing Anglia Ruskin University Cambridge UK
Department for Health University of Bath Bath UK
Department of Biology University of Oxford Oxford UK
Department of Environmental Health T H Chan School of Public Health Harvard University Boston MA USA
Department of Psychiatry Massachusetts General Hospital Boston MA USA
Department of Rehabilitation Sciences KU Leuven Leuven Belgium
Department of Sports Methods and Techniques Federal University of Santa Maria Santa Maria Brazil
Institute of Health Sciences Universidad Autônoma de Chile Providência Chile
Institute of Psychiatry Federal University of Rio de Janeiro Rio de Janeiro Brazil
Laboratoire Ecologie Systématique et Evolution Université Paris Saclay Gif sur Yvette France
One Health Research Group Universidad de las Americas Quito Ecuador
School of Biology University of Leeds Leeds UK
School of Psychology Deakin University Geelong VIC Australia
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Firth J, Torous J, Stubbs B et al. The “online brain”: how the Internet may be changing our cognition. World Psychiatry 2019;18:119‐29. PubMed PMC
Anderson M, Faverio M, Gottfried J. Teens, social media and technology 2023. www.pewresearch.org.
Pandya A, Lodha P. Social connectedness, excessive screen time during COVID‐19 and mental health: a review of current evidence. Front Hum Dyn 2021;3:45.
Kemp S. Digital 2023 deep‐dive: online audio captures more of our attention. https://datareportal.com.
Kemp S. Digital 2023 deep‐dive: how much time do we spend on social media? https://datareportal.com.
Yeh O. TikTok surpasses one billion installs on the app store and Google play. https://sensortower.com.
British Broadcasting Corporation (BBC) . Irish university to offer degree in influencing. www.bbc.co.uk.
Royal College of Paediatrics and Child Health . The health impacts of screen time – a guide for clinicians and parents. www.rcpch.ac.uk.
Ritchel M. The Surgeon General's new mission: adolescent mental health. New York Times, March 21, 2023.
Stempel J, Bartz D, Raymond N. Meta's Instagram linked to depression, anxiety, insomnia in kids – US states' lawsuit. www.reuters.com.
Harris M. How social media is changing the way we think about mental illness. www.nami.org.
Odgers CL, Jensen MR. Annual research review: Adolescent mental health in the digital age: facts, fears, and future directions. J Child Psychol Psychiatry 2020;61:336‐48. PubMed PMC
Vuorre M, Orben A, Przybylski AK. There is no evidence that associations between adolescents’ digital technology engagement and mental health problems have increased. Clin Psychol Sci 2021;9:823‐35. PubMed PMC
Przybylski AK, Orben A, Weinstein N. How much is too much? Examining the relationship between digital screen engagement and psychosocial functioning in a confirmatory cohort study. J Am Acad Child Adolesc Psychiatry 2020;59:1080‐8. PubMed
Plackett R, Blyth A, Schartau P. The impact of social media use interventions on mental well‐being: systematic review. J Med Internet Res 2023;25:e44922. PubMed PMC
Lambert J, Barnstable G, Minter E et al. Taking a one‐week break from social media improves well‐being, depression, and anxiety: a randomized controlled trial. Cyberpsychol Behav Soc Netw 2022;25:287‐93. PubMed
Przybylski AK, TT Nguyen, Law W et al. Does taking a short break from social media have a positive effect on well‐being? Evidence from three preregistered field experiments. J Technol Behav Sci 2021;6:507‐14.
Vally Z, D'Souza CG. Abstinence from social media use, subjective well‐being, stress, and loneliness. Perspect Psychiatr Care 2019;55:752‐9. PubMed
Mitev K, Weinstein N, Karabeliova S et al. Social media use only helps, and does not harm, daily interactions and well‐being. Technology, Mind, and Behavior 2021;2:1.
Orben A, Przybylski AK, Blakemore S‐J et al. Windows of developmental sensitivity to social media. Nat Commun 2022;13:1649. PubMed PMC
El Asam A, Katz A. Vulnerable young people and their experience of online risks. Hum Comput Interact 2018;33:281‐304.
Idelji‐Tehrani S, Dubicka B, Graham R. The clinical implications of digital technology. Clin Child Psychol Psychiatry 2023;28:338‐53. PubMed PMC
Smith T. An exploratory analysis of the relationship of problematic Facebook use with loneliness and self‐esteem: the mediating roles of extraversion and self‐presentation. Curr Psychol 2022; doi: 10.1007/s12144-022-03505-0. PubMed DOI PMC
Sampogna G, Di Vincenzo M, Luciano M et al. The effect of social media and infodemic on mental health during the COVID‐19 pandemic: results from the COMET multicentric trial. Front Psychiatry 2023;14:1226414. PubMed PMC
Sanders T, Noetel M, Parker P et al. An umbrella review of the benefits and risks associated with youths’ interactions with electronic screens. Nat Hum Behav 2024;8:82‐99. PubMed
Carson V, Clark M, Berry T et al. A qualitative examination of the perceptions of parents on the Canadian Sedentary Behaviour Guidelines for the early years. Int J Behav Nutr Phys Act 2014;11:1‐8. PubMed PMC
Arundell L, Gould L, Ridgers ND et al. “Everything kind of revolves around technology”: a qualitative exploration of families’ screen use experiences, and intervention suggestions. BMC Public Health 2022;22:1‐11. PubMed PMC
Toh SH, Howie EK, Coenen P et al. “From the moment I wake up I will use it… every day, every hour”: a qualitative study on the patterns of adolescents’ mobile touch screen device use from adolescent and parent perspectives. BMC Pediatr 2019;19:1‐16. PubMed PMC
Yang Z, Griffiths MD, Yan Z et al. Can watching online videos be addictive? A qualitative exploration of online video watching among Chinese young adults. Int J Environ Res Public Health 2021;18:7247. PubMed PMC
Rodway C, Tham S‐G, Richards N et al. Online harms? Suicide‐related online experience: a UK‐wide case series study of young people who die by suicide. Psychol Med 2023;53:4434‐45. PubMed PMC
Kuss DJ, Griffiths MD. Internet and gaming addiction: a systematic literature review of neuroimaging studies. Brain Sci 2012;2:347‐74. PubMed PMC
Love T, Laier C, Brand M et al. Neuroscience of internet pornography addiction: a review and update. Behav Sci 2015;5:388‐433. PubMed PMC
Kirezli O, Aydin AE. Understanding social media addiction through personal, social, and situational factors. In: Wamuyu PK (ed). Analyzing global social media consumption. Hershey: IGI Global, 2021:155‐82.
Cheng C, Lau Y‐C, Chan L et al. Prevalence of social media addiction across 32 nations: meta‐analysis with subgroup analysis of classification schemes and cultural values. Addict Behav 2021;117:106845. PubMed
Hinkley T, McCann JR. Mothers’ and father's perceptions of the risks and benefits of screen time and physical activity during early childhood: a qualitative study. BMC Public Health 2018;18:1‐8. PubMed PMC
Thomas G, Bennie JA, De Cocker K et al. Exploring contemporary screen time in Australian adolescents: a qualitative study. Health Promot J Austr 2021;32:238‐47. PubMed
Sini AO. High screen time – A trigger for social communication disorder in toddlers? Qualitative study. Saarth 2022;2395‐339X.
Buabbas A, Hasan H, Shehab AA. Parents’ attitudes toward school students’ overuse of smartphones and its detrimental health impacts: qualitative study. JMIR Pediatr Parent 2021;4:e24196. PubMed PMC
Rast R, Coleman JT, Simmers CS. The darkside of the like: the effects of social media addiction on digital and in‐person communication. J Soc Media Soc 2021;10:175‐201.
Bucyte S. Habit or addiction? A qualitative exploration of Instagram and addictive design characteristics. Bachelor Thesis, Aalto University, Espoo, 2023.
Hjetland GJ, Schønning V, Hella RT et al. How do Norwegian adolescents experience the role of social media in relation to mental health and well‐being: a qualitative study. BMC Psychol 2021;9:78. PubMed PMC
Arness DC, Ollis T. A mixed‐methods study of problematic social media use, attention dysregulation, and social media use motives. Curr Psychol 2023;42:24379‐98. PubMed PMC
Allaby M, Shannon CS. “I just want to keep in touch”: adolescents’ experiences with leisure‐related smartphone use. J Leis Res 2020;51:245‐63.
Spjeldnæs K, Karlsen F. How digital devices transform literary reading: the impact of e‐books, audiobooks and online life on reading habits. New Media & Society 2022; doi: 10.1177/14614448221126168. DOI
Harness J, Domoff SE, Rollings H. Social media use and youth mental health: intervention‐focused future directions. Curr Psychiatry Rep 2023;25:865‐71. PubMed
Valkenburg PM, van Driel II, Beyens I. The associations of active and passive social media use with well‐being: a critical scoping review. New Media & Society 2022;24:530‐49.
Steinsbekk S, Nesi J, Wichstrøm L. Social media behaviors and symptoms of anxiety and depression. A four‐wave cohort study from age 10‐16 years. Comput Hum Behav 2023;147:107859. PubMed PMC
George MJ, Jensen MR, Russell MA et al. Young adolescents' digital technology use, perceived impairments, and well‐being in a representative sample. J Pediatr 2020;219:180‐7. PubMed PMC
Nominet Social Impact. Digital youth index report 2021. www.nominet.uk.
Hoffner CA, Bond BJ. Parasocial relationships, social media, & well‐being. Curr Opin Psychol 2022;45:101306. PubMed
Orsolini L, Volpe U, Albert U et al. 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;21:1‐12. PubMed PMC
Metherell TE, Ghai S, McCormick EM et al. Digital access constraints predict worse mental health among adolescents during COVID‐19. Sci Rep 2022;12:19088. PubMed PMC
Gupta M, Sharma A. Fear of missing out: a brief overview of origin, theoretical underpinnings and relationship with mental health. World J Clin Cases 2021;9:4881. PubMed PMC
Brown L, Kuss DJ. Fear of missing out, mental wellbeing, and social connectedness: a seven‐day social media abstinence trial. Int J Environ Res Public Health 2020;17:4566. PubMed PMC
Hunt MG, Marx R, Lipson C et al. No more FOMO: limiting social media decreases loneliness and depression. J Soc Clin Psychol 2018;37:751‐68.
Jan M, Soomro S, Ahmad N. Impact of social media on self‐esteem. Eur Sci J 2017;13:329‐41.
Irmer A, Schmiedek F. Associations between youth's daily social media use and well‐being are mediated by upward comparisons. Commun Psychol 2023;12:1. PubMed PMC
Valkenburg P, Beyens I, Pouwels JL et al. Social media use and adolescents’ self‐esteem: heading for a person‐specific media effects paradigm. J Commun 2021;71:56‐78.
Vandenbosch L, Fardouly J, Tiggemann M. Social media and body image: recent trends and future directions. Curr Opin Psychol 2022;45:101289. PubMed
Gibbs N, Piatkowski T. The liver king lie: misrepresentation, justification, and public health implications. Int J Drug Policy 2023;114:103979. PubMed
Fardouly J, Vartanian LR. Social media and body image concerns: current research and future directions. Curr Opin Psychol 2016;9:1‐5.
Rodgers RF, Lowy AS, Halperin DM et al. A meta‐analysis examining the influence of pro‐eating disorder websites on body image and eating pathology. Eur Eat Disord Rev 2016;24:3‐8. PubMed
Saiphoo AN, Vahedi Z. A meta‐analytic review of the relationship between social media use and body image disturbance. Comput Hum Behav 2019;101:259‐75.
de Valle MK, Gallego‐Garcia M, Williamson P et al. Social media, body image, and the question of causation: meta‐analyses of experimental and longitudinal evidence. Body Image 2021;39:276‐92. PubMed
Jung J, Barron D, Lee Y‐A et al. Social media usage and body image: examining the mediating roles of internalization of appearance ideals and social comparisons in young women. Comput Hum Behav 2022;135:107357.
Pedalino F, Camerini A‐L. Instagram use and body dissatisfaction: the mediating role of upward social comparison with peers and influencers among young females. Int J Environ Res Public Health 2022;19:1543. PubMed PMC
Drtilová H, Šmahel D, Šmahelová M. Advantages and disadvantages of internet use: the perspective of women with eating disorders experience. Health Comm 2022;37:791‐801. PubMed
Murray SB, Alba C, Duval CJ et al. Aberrant functional connectivity between reward and inhibitory control networks in pre‐adolescent binge eating disorder. Psychol Med 2023;53:3869‐78. PubMed
Schaumberg K, Brosof LC, Lloyd EC et al. Prospective associations between childhood neuropsychological profiles and adolescent eating disorders. Eur Eat Disord Rev 2020;28:156‐69. PubMed PMC
Lewin KM, Kaur A, Meshi D. Problematic social media use and impulsivity. Curr Addict Rep 2023;10:1‐10.
He Q, Turel O, Bechara A. Brain anatomy alterations associated with Social Networking Site (SNS) addiction. Sci Rep 2017;7:45064. PubMed PMC
Peng‐Li D, Sørensen TA, Li Y et al. Systematically lower structural brain connectivity in individuals with elevated food addiction symptoms. Appetite 2020;155:104850. PubMed
Stott N, Fox JR, Williams MO. Attentional bias in eating disorders: a meta‐review. Int J Eat Disord 2021;54:1377‐99. PubMed
Kerr‐Gaffney J, Harrison A, Tchanturia K. Eye‐tracking research in eating disorders: a systematic review. Int J Eat Disord 2019;52:3‐27. PubMed
Aspen V, Darcy AM, Lock J. A review of attention biases in women with eating disorders. Cogn Emot 2013;27:820‐38. PubMed PMC
Schmitz F, Naumann E, Trentowska M et al. Attentional bias for food cues in binge eating disorder. Appetite 2014;80:70‐80. PubMed
Seekis V, Lawrence RK. How exposure to body neutrality content on TikTok affects young women's body image and mood. Body Image 2023;47:101629. PubMed
Tamana SK, Ezeugwu V, Chikuma J et al. Screen‐time is associated with inattention problems in preschoolers: results from the CHILD birth cohort study. PLoS One 2019;14:e0213995. PubMed PMC
van Wezel MM, Abrahamse EL, Abeele MMV. Does a 7‐day restriction on the use of social media improve cognitive functioning and emotional well‐being? Results from a randomized controlled trial. Addict Behav Rep 2021;14:100365. PubMed PMC
Miller J, Mills KL, Vuorre M et al. Impact of digital screen media activity on functional brain organization in late childhood: evidence from the ABCD study. Cortex 2023;169:290‐308. PubMed
Paulus MP, Squeglia LM, Bagot K et al. Screen media activity and brain structure in youth: evidence for diverse structural correlation networks from the ABCD study. Neuroimage 2019;185:140‐53. PubMed PMC
Aalbers G, van den Abeele MM, Hendrickson AT et al. Caught in the moment: are there person‐specific associations between momentary procrastination and passively measured smartphone use? Mob Media Commun 2022;10:115‐35.
Meier A, Beyens I, Siebers T et al. Habitual social media and smartphone use are linked to task delay for some, but not all, adolescents. J Comput‐Mediat Comm 2023;28:zmad008.
Perks LG, Turner JS. Podcasts and productivity: a qualitative uses and gratifications study. Mass Commun Soc 2019;22:96‐116.
Firth JA, Torous J, Firth J. Exploring the impact of internet use on memory and attention processes. Int J Environ Res Public Health 2020;17:9481. PubMed PMC
Yılmaz E, Yel S, Griffiths MD. The impact of heavy (excessive) video gaming students on peers and teachers in the school environment: a qualitative study. Addicta 2018;5:147‐61.
McMichael L, Farič N, Newby K et al. Parents of adolescents perspectives of physical activity, gaming and virtual reality: qualitative study. JMIR Serious Games 2020;8:e14920. PubMed PMC
Tremblay MS, Aubert S, Barnes JD et al. Sedentary Behavior Research Network (SBRN) – terminology consensus project process and outcome. Int J Behav Nutr Phys Act 2017;14:1‐17. PubMed PMC
Wheeler MJ, Dempsey PC, Grace MS et al. Sedentary behavior as a risk factor for cognitive decline? A focus on the influence of glycemic control in brain health. Alzheimers Dement 2017;3:291‐300. PubMed PMC
Yan S, Fu W, Wang C et al. Association between sedentary behavior and the risk of dementia: a systematic review and meta‐analysis. Transl Psychiatry 2020;10:112. PubMed PMC
Maasakkers CM, Weijs RW, Dekkers C et al. Sedentary behaviour and brain health in middle‐aged and older adults: a systematic review. Neurosci Biobehav Rev 2022;140:104802. PubMed
Olanrewaju O, Stockwell S, Stubbs B et al. Sedentary behaviours, cognitive function, and possible mechanisms in older adults: a systematic review. Aging Clin Exp Res 2020;32:969‐84. PubMed
Falck RS, Davis JC, Liu‐Ambrose T. What is the association between sedentary behaviour and cognitive function? A systematic review. Br J Sports Med 2017;51:800‐11. PubMed
Miskoff JA, Chaudhri M, Miskoff B. Does playing video games before bedtime affect sleep? Cureus 2019;11:e4977. PubMed PMC
Owen N, Healy GN, Matthews CE et al. Too much sitting: the population‐health science of sedentary behavior. Exerc Sport Sci Rev 2010;38:105. PubMed PMC
Collins AM, Molina‐Hidalgo C, Aghjayan SL et al. Differentiating the influence of sedentary behavior and physical activity on brain health in late adulthood. Exp Gerontol 2023;180:112246. PubMed
Omura JD, Brown DR, McGuire LC et al. Cross‐sectional association between physical activity level and subjective cognitive decline among US adults aged ≥45 years, 2015. Prev Med 2020;141:106279. PubMed PMC
James S‐N, Chiou Y‐J, Fatih N et al. Timing of physical activity across adulthood on later‐life cognition: 30 years follow‐up in the 1946 British birth cohort. J Neurol Neurosurg Psychiatry 2023;94:349‐56. PubMed PMC
Erickson KI, Hillman C, Stillman CM et al. Physical activity, cognition, and brain outcomes: a review of the 2018 Physical Activity Guidelines. Med Sci Sports Exerc 2019;51:1242. PubMed PMC
Woessner MN, Tacey A, Levinger‐Limor A et al. The evolution of technology and physical inactivity: the good, the bad, and the way forward. Front Public Health 2021;9:655491. PubMed PMC
Ringin E, Dunstan DW, McIntyre RS et al. Differential associations of mentally‐active and passive sedentary behaviours and physical activity with putative cognitive decline in healthy individuals and those with bipolar disorder: findings from the UK Biobank cohort. Ment Health Phys Act 2023;24:100514.
Nakshine VS, Thute P, Khatib MN et al. Increased screen time as a cause of declining physical, psychological health, and sleep patterns: a literary review. Cureus 2022;14:e30051. PubMed PMC
Kokka I, Mourikis I, Nicolaides NC et al. Exploring the effects of problematic internet use on adolescent sleep: a systematic review. Int J Environ Res Public Health 2021;18:760. PubMed PMC
Peracchia S, Curcio G. Exposure to video games: effects on sleep and on post‐sleep cognitive abilities. A sistematic review of experimental evidences. Sleep Sci 2018;11:302‐14. PubMed PMC
Demirci K, Akgönül M, Akpinar A. Relationship of smartphone use severity with sleep quality, depression, and anxiety in university students. J Behav Addict 2015;4:85‐92. PubMed PMC
Hysing M, Pallesen S, Stormark KM et al. Sleep and use of electronic devices in adolescence: results from a large population‐based study. BMJ Open 2015;5:e006748. PubMed PMC
Killgore WD. Effects of sleep deprivation on cognition. Prog Brain Res 2010;185:105‐29. PubMed
Maquet P. Sleep on it! Nat Neurosci 2000;3:1235‐6. PubMed
de Oliveira MLC, de Nogueira Holanda FW, Valdez P et al. Impact of electronic device usage before bedtime on sleep and attention in adolescents. Mind Brain Educ 2020;14:376‐86.
Wahl S, Engelhardt M, Schaupp P et al. The inner clock – Blue light sets the human rhythm. J Biophotonics 2019;12:e201900102. PubMed PMC
Silvani MI, Werder R, Perret C. The influence of blue light on sleep, performance and wellbeing in young adults: a systematic review. Front Physiol 2022;13:943108. PubMed PMC
Shechter A, Kim EW, St‐Onge M‐P et al. Blocking nocturnal blue light for insomnia: a randomized controlled trial. J Psychiatr Res 2018;96:196‐202. PubMed PMC
Alhola P, Polo‐Kantola P. Sleep deprivation: impact on cognitive performance. Neuropsychiatr Dis Treat 2007;3:553‐67. PubMed PMC
Gaya AR, Brum R, Brites K et al. Electronic device and social network use and sleep outcomes among adolescents: the EHDLA study. BMC Public Health 2023;23:1. PubMed PMC
Perez Algorta G, Van Meter A, Dubicka B et al. Blue blocking glasses worn at night in first year higher education students with sleep complaints: a feasibility study. Pilot Feasibility Stud 2018;4:1‐7. PubMed PMC
Walsh JJ, Barnes JD, Cameron JD et al. Associations between 24 hour movement behaviours and global cognition in US children: a cross‐sectional observational study. Lancet Child Adolesc Health 2018;2:783‐91. PubMed PMC
Fung H, Yeo BT, Chen C et al. Adherence to 24‐hour movement recommendations and health indicators in early adolescence: cross‐sectional and longitudinal associations in the Adolescent Brain Cognitive Development Study. J Adolesc Health 2023;72:460‐70. PubMed
Lu Y, Zhao M. Adherence to the 24‐h movement guidelines and cognitive difficulties in adolescents. Complement Ther Clin Pract 2023:51:101744. PubMed
Lau PW, Song H, Song D et al. 24‐hour movement behaviors and executive functions in preschoolers: a compositional and isotemporal reallocation analysis. Child Dev 2024;95:e110‐21. PubMed
Tapia‐Serrano MA, Sevil‐Serrano J, Sánchez‐Miguel PA et al. Prevalence of meeting 24‐Hour Movement Guidelines from pre‐school to adolescence: a systematic review and meta‐analysis including 387,437 participants and 23 countries. J Sport Health Sci 2022;11:427‐37. PubMed PMC
Firth J, Solmi M, Wootton RE et al. A meta‐review of “lifestyle psychiatry”: the role of exercise, smoking, diet and sleep in the prevention and treatment of mental disorders. World Psychiatry 2020;19:360‐80. PubMed PMC
Klimova B. Use of the Internet as a prevention tool against cognitive decline in normal aging. Clin Interv Aging 2016;11:1231‐7. PubMed PMC
Wesselman LM, Hooghiemstra AM, Schoonmade LJ et al. Web‐based multidomain lifestyle programs for brain health: comprehensive overview and meta‐analysis. JMIR Ment Health 2019;6:e12104. PubMed PMC
Althoff T, Jindal P, Leskovec J. Online actions with offline impact: how online social networks influence online and offline user behavior. Presented at the 10th ACM International Conference on WEB Search and Data Mining, Cambridge, February 2017. PubMed PMC
Hashempour‐Sadeghian M, Shavazi MTA. Internet and social isolation: a comparative study of the effect of Internet use on social isolation between young and middle‐aged individuals. Shiraz E‐Medical Journal 2022;23:e114601.
Hajek A, König H‐H. The association between use of online social networks sites and perceived social isolation among individuals in the second half of life: results based on a nationally representative sample in Germany. BMC Public Health 2019;19:1‐7. PubMed PMC
Zhao W, Kelly RM, Rogerson MJ et al. Understanding older adults' participation in online social activities: lessons from the COVID‐19 pandemic. Proc ACM Hum‐Comput Interact 2022;6:470.
Anderson EL, Steen E, Stavropoulos V. Internet use and problematic Internet use: a systematic review of longitudinal research trends in adolescence and emergent adulthood. Int J Adolesc Youth 2017;22:430‐54.
Kuss DJ, Griffiths MD. Social networking sites and addiction: ten lessons learned. Int J Environ Res Public Health 2017;14:311. PubMed PMC
Guan S‐SA, Hain S, Cabrera J et al. Social media use and empathy: a mini meta‐analysis. Soc Netw 2019;8:147‐57.
Vossen HG, Valkenburg PM. Do social media foster or curtail adolescents’ empathy? A longitudinal study. Comput Hum Behav 2016;63:118‐24.
Lomanowska AM, Guitton MJ. Online intimacy and well‐being in the digital age. Internet Interv 2016;4:138‐44. PubMed PMC
Jafar Z, Quick JD, Larson HJ et al. Social media for public health: reaping the benefits, mitigating the harms. Health Promot Perspect 2023;13:105. PubMed PMC
Sharot T, Sunstein CR. How people decide what they want to know. Nat Hum Behav 2020;4:14‐9. PubMed
Bode L. Political news in the news feed: learning politics from social media. Mass Commun Soc 2016;19:24‐48.
Wang L, Gunasti K, Shankar R et al. Impact of gamification on perceptions of word‐of‐mouth contributors and actions of word‐of‐mouth consumers. MIS Quarterly 2020;44:1987‐2011.
Del Vicario M, Bessi A, Zollo F et al. The spreading of misinformation online. Proc Natl Acad Sci USA 2016;113:554‐9. PubMed PMC
Cinelli M, De Francisci Morales G, Galeazzi A et al. The echo chamber effect on social media. Proc Natl Acad Sci USA 2021;118:e2023301118. PubMed PMC
Terren L, Borge R. Echo chambers on social media: a systematic review of the literature. Rev Commun Res 2021;9:99‐118.
Centola D. The spread of behavior in an online social network experiment. Science 2010;329:1194‐7. PubMed
Zhang J, Centola D. Social networks and health: new developments in diffusion, online and offline. Annu Rev Sociol 2019;45:91‐109.
Kramer AD, Guillory JE, Hancock JT. Experimental evidence of massive‐scale emotional contagion through social networks. Proc Natl Acad Sci USA 2014;111:8788. PubMed PMC
Centola D. How behavior spreads: the science of complex contagions. Princeton: Princeton University Press, 2018.
Firth JA, Albery GF, Beck KB et al. Analysing the social spread of behaviour: integrating complex contagions into network based diffusions. arXiv 2012;08925.
Guilbeault D, Becker J, Centola D. Complex contagions: a decade in review. In: Lehmann S, Ahn Y (eds). Berlin: Springer Nature, 2018:3‐25.
Hurel E, Grall‐Bronnec M, Bouillard O et al. Systematic review of gaming and neuropsychological assessment of social cognition. Neuropsychol Rev 2023; doi: 10.1007/s11065-023-09599-y. PubMed DOI PMC
Alghamdi D. He and she in video games: impact of gendera on video game participation and perspectives. Int J Adv Comput Sci Appl 2023;14:202.
Hilvert‐Bruce Z, Neill JT. I'm just trolling: the role of normative beliefs in aggressive behaviour in online gaming. Comput Hum Behav 2020;102:303‐11.
Adachi PJ, Willoughby T. The effect of video game competition and violence on aggressive behavior: which characteristic has the greatest influence? Psychol Violence 2011;1:259.
Hollingdale J, Greitemeyer T. The effect of online violent video games on levels of aggression. PLoS One 2014;9:e111790. PubMed PMC
Simon KC, Clemenson GD, Zhang J et al. Sleep facilitates spatial memory but not navigation using the Minecraft Memory and Navigation task. Proc Natl Acad Sci USA 2022;119:e2202394119. PubMed PMC
Yavuz E, Lazar AS, Gahnstrom CJ et al. Shorter reported sleep duration in men is associated with worse virtual spatial navigation performance. bioRxiv 2023;10.1101/2023.09.09.556942. PubMed DOI PMC
McNulty C, Jenny SE, Leis O et al. Physical exercise and performance in esports players: an initial systematic review. Journal of Electronic Gaming and Esports 2023; doi: 10.1123/jege.2022-0014. DOI
Coutrot A, Manley E, Goodroe S et al. Entropy of city street networks linked to future spatial navigation ability. Nature 2022;604:104‐10. PubMed
Toth AJ, Ramsbottom N, Kowal M et al. Converging evidence supporting the cognitive link between exercise and esport performance: a dual systematic review. Brain Sci 2020;10:859. PubMed PMC
Michel J‐B, Shen YK, Aiden AP et al. Quantitative analysis of culture using millions of digitized books. Science 2011;331:176‐82. PubMed PMC
Correia RA, Ladle R, Jarić I et al. Digital data sources and methods for conservation culturomics. Conserv Biol 2021;35:398‐411. PubMed
Lazer D, Hargittai E, Freelon D et al. Meaningful measures of human society in the twenty‐first century. Nature 2021;595:189‐96. PubMed
Tana JC, Kettunen J, Eirola E et al. Diurnal variations of depression‐related health information seeking: case study in Finland using Google Trends data. JMIR Ment Health 2018;5:e9152. PubMed PMC
Golder SA, Macy MW. Diurnal and seasonal mood vary with work, sleep, and daylength across diverse cultures. Science 2011;333:1878‐81. PubMed
Jarić I, Roll U, Arlinghaus R et al. Expanding conservation culturomics and iEcology from terrestrial to aquatic realms. PLoS Biol 2020;18:e3000935. PubMed PMC
Lorenz‐Spreen P, Mønsted BM, Hövel P et al. Accelerating dynamics of collective attention. Nat Commun 2019;10:1759. PubMed PMC
Jarić I, Correia RA, Bonaiuto M et al. Transience of public attention in conservation science. Front Ecol Environ 2023;21:333‐40.
Djerf‐Pierre M. The crowding‐out effect: issue dynamics and attention to environmental issues in television news reporting over 30 years. Journal Stud 2012;13:499‐516.
Downs A. Up and down with ecology – The “issue‐attention cycle”. Public Interest 1972;28:38.
Riva G, Baños RM, Botella C et al. Transforming experience: the potential of augmented reality and virtual reality for enhancing personal and clinical change. Front Psychiatry 2016;7:164. PubMed PMC
Scavarelli A, Arya A, Teather RJ. Virtual reality and augmented reality in social learning spaces: a literature review. Virtual Real 2021;25:257‐77.
Biswas SS. Role of Chat GPT in public health. Ann Biomed Eng 2023;51:868‐9. PubMed
Slater M. Immersion and the illusion of presence in virtual reality. Br J Psychol 2018;109:431‐3. PubMed
Freeman D, Reeve S, Robinson A et al. Virtual reality in the assessment, understanding, and treatment of mental health disorders. Psychol Med 2017;47:2393‐400. PubMed PMC
Merkx C, Nawijn J. Virtual reality tourism experiences: addiction and isolation. Tour Manag 2021;87:104394.
Usmani SS, Sharath M, Mehendale M. Future of mental health in the metaverse. Gen Psychiatr 2022;35:e100825. PubMed PMC
Cerasa A, Gaggioli A, Marino F et al. The promise of the metaverse in mental health: the new era of MEDverse. Heliyon 2022;8:e11762. PubMed PMC
Zitron E. RIP Metaverse: an obituary for the latest fad to join the tech graveyard. www.businessinsider.com.
Horwitz J, Rodriguez S, Bobrowsky M. Company documents show Meta's flagship metaverse falling short. www.wsj.com.
Wang G, Badal A, Jia X et al. Development of metaverse for intelligent healthcare. Nat Mach Intell 2022;4:922‐9. PubMed PMC
Benrimoh D, Chheda FD, Margolese HC. The best predictor of the future – the metaverse, mental health, and lessons learned from current technologies. JMIR Mental Health 2022;9:e40410. PubMed PMC
Falconer CJ, Rovira A, King JA et al. Embodying self‐compassion within virtual reality and its effects on patients with depression. BJPsych Open 2016;2:74‐80. PubMed PMC
Ratan R, Beyea D, Li BJ et al. Avatar characteristics induce users’ behavioral conformity with small‐to‐medium effect sizes: a meta‐analysis of the Proteus effect. Media Psychol 2020;23:651‐75.
Cai L, Huang Z, Feng Q et al. Co‐transformation of digital health and esport in metaverse: moderating effects of digital personality on mental health in Multiplayer Online Battle Arena (MOBA). Int J Environ Res Public Health 2022;20:760. PubMed PMC
Barnett I, Torous J. Ethics, transparency, and public health at the intersection of innovation and Facebook's suicide prevention efforts. Ann Intern Med 2019;170:565‐6. PubMed
Kaimara P, Oikonomou A, Deliyannis I. Could virtual reality applications pose real risks to children and adolescents? A systematic review of ethical issues and concerns. Virtual Real 2022;26:697‐735. PubMed PMC
Henschel A, Hortensius R, Cross ES. Social cognition in the age of human‐robot interaction. Trends Neurosci 2020;43:373‐84. PubMed
Luxton DD. Artificial intelligence in psychological practice: current and future applications and implications. Prof Psychol Res Pr 2014;45:332.
Mumm J, Mutlu B. Designing motivational agents: the role of praise, social comparison, and embodiment in computer feedback. Comput Hum Behav 2011;27:1643‐50.
Wei J, Tay Y, Bommasani R et al. Emergent abilities of large language models. arXiv 2022;220607682.
Gilson A, Safranek CW, Huang T et al. How does ChatGPT perform on the United States medical licensing examination? The implications of large language models for medical education and knowledge assessment. JMIR Med Educ 2023;9:e45312. PubMed PMC
Farhat F. ChatGPT as a complementary mental health resource: a boon or a bane. Ann Biomed Eng 2023; doi: 10.1007/s10439-023-03326-7. PubMed DOI
Singhal K, Azizi S, Tu T et al. Large language models encode clinical knowledge. Nature 2023;620:172‐80. PubMed PMC
Emmelkamp PM, Meyerbröker K. Virtual reality therapy in mental health. Annu Rev Clin Psychol 2021;17:495‐519. PubMed
King M. Harmful biases in artificial intelligence. Lancet Psychiatry 2022;9:e48. PubMed
Čartolovni A, Malešević A, Poslon L. Critical analysis of the AI impact on the patient‐physician relationship: a multi‐stakeholder qualitative study. Digital Health 2023;9:20552076231220833. PubMed PMC
Bell IH, Nicholas J, Alvarez‐Jimenez M et al. Virtual reality as a clinical tool in mental health research and practice. Dialogues Clin Neurosci 2020;22:169‐77. PubMed PMC
Barua PD, Vicnesh J, Gururajan R et al. Artificial intelligence enabled personalised assistive tools to enhance education of children with neurodevelopmental disorders – a review. Int J Environ Res Public Health 2022;19:1192. PubMed PMC
Torous J, Myrick K, Aguilera A. The need for a new generation of digital mental health tools to support more accessible, effective and equitable care. World Psychiatry 2023;22:1‐2. PubMed PMC