{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,10]],"date-time":"2026-08-10T16:28:48Z","timestamp":1786379328827,"version":"build-2736575974"},"reference-count":92,"publisher":"JMIR Publications Inc.","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JMIR Ment Health"],"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:sec sec-type=\"background\">\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>Two-fold increases in the prevalence of youth anxiety and depression over the last two decades have mirrored exponential growth in opportunities for adolescent online social interaction via social media, short messaging service (SMS), and internet text messaging apps on smartphones. However, studies to date of self-reported online social interaction time have produced conflicting results. Understanding the role of dispositional and developmental differences in individuals\u2019 responses to online versus offline social interactions may help elucidate whether and how online social interaction is related to anxiety and depression.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"objective\">\n                    <jats:title>Objective<\/jats:title>\n                    <jats:p>This study aimed to investigate the relationship between older adolescents\u2019 and emerging adults\u2019 (18\u201024-year-olds) mental health and (1) objectively measured time spent on smartphones and online social interaction apps, (2) momentary affective and affiliative responses to online and offline social interactions, and (3) the moderating role of developmentally and dispositionally elevated social sensitivity.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"methods\">\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>Smartphone, social media (eg, Instagram), SMS, and internet (eg, WhatsApp) text messaging app time from participants\u2019 screen use settings, as well as symptoms of anxiety and depression, and social sensitivity, were measured in 190 older adolescents and emerging adults (mean age 20.4, SD 2.2 years). Participants then completed a novel ecological momentary assessment (EMA) capturing affective and affiliative responses to recent online or offline social interactions 3\u00d7 daily for 1 week. Symptoms of mental health were assessed again after 1 month.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"results\">\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>Total online social interaction (combined social media and text messaging) app time, but not total smartphone time, was associated with greater anxiety, at both baseline and one month later. Affective and affiliative responses were less positive for online social interactions compared to in-person interactions. Anxiety, but not depression, was associated with feeling less happy, but not less included, after social interactions. Affective and affiliative responses to in-person, but not online, social interactions were negatively associated with depression across the 1-month study period. Finally, social sensitivity moderated the relationship between affective and affiliative responses to social media interactions and depression at baseline. Overall effect sizes were small.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"conclusions\">\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>These findings emphasize the need to investigate individual factors influencing for whom online social interaction is harmful or beneficial. To do so, this study provides a novel, ecologically valid tool for understanding young people\u2019s momentary responses to online and offline social interactions, as well as initial evidence for stronger associations between in-person than online social interaction responses and mental health for older adolescents and emerging adults. It also introduces evidence of social sensitivity as a potential, developmentally relevant vulnerability to the effects of online social interaction. Further research is needed in younger adolescent populations over longer timeframes.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.2196\/94753","type":"journal-article","created":{"date-parts":[[2026,6,22]],"date-time":"2026-06-22T12:45:06Z","timestamp":1782132306000},"page":"e94753-e94753","source":"Crossref","is-referenced-by-count":0,"title":["Momentary Mood and Affiliation Following Social Interactions in the Digital Age: Longitudinal Study Investigating Associations With Anxiety and Depression"],"prefix":"10.2196","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0009-0002-7865-287X","authenticated-orcid":false,"given":"Anna","family":"Bilston","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-8384-1867","authenticated-orcid":false,"given":"Sarah","family":"Daniels","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-6607-5078","authenticated-orcid":false,"given":"Yasmin","family":"Hasan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6153-8291","authenticated-orcid":false,"given":"Susanne","family":"Schweizer","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1010","published-online":{"date-parts":[[2026,8,10]]},"reference":[{"key":"R1","unstructured":"Kemp S . More than half of the people on earth now use social media. DataReportal; Jul 21, 2020. URL: https:\/\/datareportal.com\/reports\/more-than-half-the-world-now-uses-social-media [Accessed 07-03-2024]"},{"key":"R2","unstructured":"Attebery P . Media vs messaging apps. Smirk Smirk; Nov 25, 2020. URL: https:\/\/smirk.substack.com\/p\/media-vs-messaging-apps [Accessed 18-09-2024]"},{"issue":"1","key":"R3","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1016\/j.bushor.2009.09.003","article-title":"Users of the world, unite! The challenges and opportunities of social media","volume":"53","author":"Kaplan","journal-title":"Bus Horiz"},{"key":"R4","unstructured":"Sam . Why WhatsApp is not social media. Medium; Jul 27, 2018. URL: https:\/\/medium.com\/@samfrancisw\/why-whatsapp-is-not-social-media-a36b97543e6e [Accessed 18-09-2024]"},{"issue":"1","key":"R5","doi-asserted-by":"publisher","first-page":"66","DOI":"10.1177\/20501579221133610","article-title":"What we do in the shadows: the consumption of mobile messaging by social media mobile apps in the twilight of the social networking era","volume":"11","author":"Hall","journal-title":"Mob Media Commun"},{"issue":"3","key":"R6","doi-asserted-by":"publisher","first-page":"223","DOI":"10.1016\/S2352-4642(18)30022-1","article-title":"The age of adolescence","volume":"2","author":"Sawyer","journal-title":"Lancet Child Adolesc Health"},{"key":"R7","unstructured":"Children and parents: media use and attitudes. Ofcom; Mar 29, 2023. URL: https:\/\/www.ofcom.org.uk\/__data\/assets\/pdf_file\/0027\/255852\/childrens-media-use-and-attitudes-report-2023.pdf [Accessed 07-03-2023]"},{"key":"R8","doi-asserted-by":"publisher","DOI":"10.1017\/S0033291725000649","article-title":"Global burden of mental disorders in children and adolescents before and during the COVID-19 pandemic: evidence from the Global Burden of Disease Study 2021","volume":"55","author":"Liu","journal-title":"Psychol Med"},{"key":"R9","unstructured":"National Survey of Mental Health and Wellbeing: summary of results, 2007. Australian Bureau of Statistics; Oct 23, 2008. URL: https:\/\/www.abs.gov.au\/statistics\/health\/mental-health\/national-study-mental-health-and-wellbeing\/2007"},{"key":"R10","unstructured":"National Study of Mental Health and Wellbeing, 2020-2022. Australian Bureau of Statistics; Oct 5, 2023. URL: https:\/\/www.abs.gov.au\/statistics\/health\/mental-health\/national-study-mental-health-and-wellbeing\/latest-release#data-downloads"},{"key":"R11","unstructured":"Haidt J . The Anxious Generation. Allen Lane; 2024. ISBN: 9780241694909"},{"issue":"1","key":"R12","doi-asserted-by":"publisher","first-page":"73","DOI":"10.1037\/pro0000589","article-title":"There is no evidence that time spent on social media is correlated with adolescent mental health problems: findings from a meta-analysis","volume":"56","author":"Ferguson","journal-title":"Prof Psychol Res Pr"},{"key":"R13","unstructured":"Lewis-Kraus G . How harmful is social media? New Yorker (New York, NY: 1925. Jun 3, 2022. URL: https:\/\/www.newyorker.com\/culture\/annals-of-inquiry\/we-know-less-about-social-media-than-we-think [Accessed 30-07-2026]"},{"issue":"2","key":"R14","doi-asserted-by":"publisher","first-page":"85","DOI":"10.1556\/2006.4.2015.010","article-title":"Relationship of smartphone use severity with sleep quality, depression, and anxiety in university students","volume":"4","author":"Demirci","journal-title":"J Behav Addict"},{"issue":"2","key":"R15","doi-asserted-by":"publisher","first-page":"114","DOI":"10.1037\/tmb0000022","article-title":"Quantifying smartphone \u201cuse\u201d: Choice of measurement impacts relationships between \u201cusage\u201d and health","volume":"1","author":"Shaw","journal-title":"Technology, Mind, and Behavior"},{"issue":"6","key":"R16","doi-asserted-by":"publisher","first-page":"346","DOI":"10.1089\/cyber.2016.0758","article-title":"Time spent on social network sites and psychological well-being: a meta-analysis","volume":"20","author":"Huang","journal-title":"Cyberpsychol Behav Soc Netw"},{"issue":"4","key":"R17","doi-asserted-by":"publisher","first-page":"407","DOI":"10.1007\/s00127-019-01825-4","article-title":"Teenagers, screens and social media: a narrative review of reviews and key studies","volume":"55","author":"Orben","journal-title":"Soc Psychiatry Psychiatr Epidemiol"},{"issue":"4","key":"R18","doi-asserted-by":"publisher","DOI":"10.2196\/mental.5842","article-title":"Social networking sites, depression, and anxiety: a systematic review","volume":"3","author":"Seabrook","journal-title":"JMIR Ment Health"},{"key":"R19","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2022.107567","article-title":"Assessing the validity of self-report social media use: evidence of no relationship with objective smartphone use","volume":"140","author":"Mahalingham","journal-title":"Comput Human Behav"},{"issue":"4","key":"R20","doi-asserted-by":"publisher","first-page":"508","DOI":"10.1111\/jcc4.12021","article-title":"Measuring mobile phone use: self-report versus log data","volume":"18","author":"Boase","journal-title":"J Comput-Mediat Comm"},{"issue":"2","key":"R21","doi-asserted-by":"publisher","first-page":"293","DOI":"10.1177\/2050157920959106","article-title":"Mobile data donations: Assessing self-report accuracy and sample biases with the iOS Screen Time function","volume":"9","author":"Ohme","journal-title":"Mobile Media & Communication"},{"issue":"2","key":"R22","doi-asserted-by":"publisher","first-page":"213","DOI":"10.1177\/2050157913477095","article-title":"Measuring mobile phone use: Gender, age and real usage level in relation to the accuracy and validity of self-reported mobile phone use","volume":"1","author":"Vanden Abeele","journal-title":"Mobile Media & Communication"},{"issue":"11","key":"R23","doi-asserted-by":"publisher","first-page":"1535","DOI":"10.1038\/s41562-021-01117-5","article-title":"A systematic review and meta-analysis of discrepancies between logged and self-reported digital media use","volume":"5","author":"Parry","journal-title":"Nat Hum Behav"},{"issue":"1","key":"R24","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1080\/19312458.2015.1118446","article-title":"The accuracy of self-reported internet use\u2014a validation study using client log data","volume":"10","author":"Scharkow","journal-title":"Commun Methods Meas"},{"key":"R25","doi-asserted-by":"publisher","DOI":"10.1016\/j.copsyc.2019.06.022","article-title":"Two social lives: how differences between online and offline interaction influence social outcomes","volume":"31","author":"Lieberman","journal-title":"Curr Opin Psychol"},{"issue":"1","key":"R26","doi-asserted-by":"publisher","first-page":"48","DOI":"10.4236\/aasoci.2021.111005","article-title":"Online and offline social activity and sociability effects on wellbeing and social influence: a \u201cspillover\u201d effect","volume":"11","author":"Mano","journal-title":"Adv Appl Sociol"},{"issue":"3","key":"R27","doi-asserted-by":"publisher","first-page":"612","DOI":"10.1002\/jad.12286","article-title":"Adolescents\u2019 mental health in the social-media era: the role of offline and online need-based experiences","volume":"96","author":"Van de Casteele","journal-title":"J Adolesc"},{"issue":"3","key":"R28","doi-asserted-by":"publisher","DOI":"10.2196\/jmir.7138","article-title":"Ecological momentary assessment in behavioral research: addressing technological and human participant challenges","volume":"19","author":"Burke","journal-title":"J Med Internet Res"},{"issue":"1","key":"R29","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1146\/annurev.clinpsy.3.022806.091415","article-title":"Ecological momentary assessment","volume":"4","author":"Shiffman","journal-title":"Annu Rev Clin Psychol"},{"key":"R30","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2021.107159","article-title":"Adolescents\u2019 real-time social and affective experiences of online and face-to-face interactions","volume":"129","author":"Achterhof","journal-title":"Comput Human Behav"},{"issue":"8","key":"R31","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0069841","article-title":"Facebook use predicts declines in subjective well-being in young adults","volume":"8","author":"Kross","journal-title":"PLoS ONE"},{"issue":"1","key":"R32","doi-asserted-by":"publisher","first-page":"55","DOI":"10.1016\/j.tics.2020.10.005","article-title":"Social media and well-being: pitfalls, progress, and next steps","volume":"25","author":"Kross","journal-title":"Trends Cogn Sci (Regul Ed)"},{"issue":"2","key":"R33","doi-asserted-by":"publisher","first-page":"116","DOI":"10.1002\/hbe2.187","article-title":"The relation between face\u2010to\u2010face and digital interactions and self\u2010esteem: a daily diary study","volume":"2","author":"Subrahmanyam","journal-title":"Human Behav Emerg Tech"},{"issue":"2","key":"R34","doi-asserted-by":"publisher","first-page":"221","DOI":"10.1111\/jcom.12024","article-title":"The differential susceptibility to media effects model: differential susceptibility to media effects model","volume":"63","author":"Valkenburg","journal-title":"J Commun"},{"key":"R35","doi-asserted-by":"publisher","DOI":"10.1016\/j.neubiorev.2016.08.016","article-title":"The development of social cognition in adolescence: an integrated perspective","volume":"70","author":"Kilford","journal-title":"Neurosci Biobehav Rev"},{"issue":"2","key":"R36","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1177\/0963721413476512","article-title":"Special issue on the teenage brain: sensitivity to social evaluation","volume":"22","author":"Somerville","journal-title":"Curr Dir Psychol Sci"},{"issue":"10","key":"R37","doi-asserted-by":"publisher","first-page":"558","DOI":"10.1016\/j.tics.2015.07.008","article-title":"Adolescence as a sensitive period of brain development","volume":"19","author":"Fuhrmann","journal-title":"Trends Cogn Sci (Regul Ed)"},{"issue":"1","key":"R38","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1093\/scan\/nsr099","article-title":"Adolescent social cognitive and affective neuroscience: past, present, and future","volume":"7","author":"Pfeifer","journal-title":"Soc Cogn Affect Neurosci"},{"issue":"2","key":"R39","doi-asserted-by":"publisher","first-page":"125","DOI":"10.1016\/j.pse.2015.08.004","article-title":"Social cognition in adolescence: social rejection and theory of mind","volume":"21","author":"Sebastian","journal-title":"Psicolog\u00eda Educativa"},{"issue":"6","key":"R40","doi-asserted-by":"publisher","DOI":"10.3390\/brainsci10060397","article-title":"Amplified concern for social risk in adolescence: development and validation of a new measure","volume":"10","author":"Andrews","journal-title":"Brain Sci"},{"key":"R41","doi-asserted-by":"publisher","DOI":"10.1016\/j.copsyc.2023.101657","article-title":"Uncertainty as a driver of the youth mental health crisis","volume":"53","author":"Schweizer","journal-title":"Curr Opin Psychol"},{"issue":"3","key":"R42","doi-asserted-by":"publisher","first-page":"229","DOI":"10.1080\/1047840x.2020.1820219","article-title":"Adolescent development in the digital media context","volume":"31","author":"Nesi","journal-title":"Psychol Inq"},{"key":"R43","unstructured":"Anderson M Vogels EA Perrin A Rainie L . Teens\u2019 views about social media. Nov 16, 2022. URL: https:\/\/www.pewresearch.org\/internet\/2022\/11\/16\/2-teens-views-about-social-media\/ [Accessed 29-07-2026]"},{"key":"R44","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2017.08.001","article-title":"A systematic review of the mental health outcomes associated with Facebook use","volume":"76","author":"Frost","journal-title":"Comput Human Behav"},{"issue":"5","key":"R45","doi-asserted-by":"publisher","first-page":"953","DOI":"10.1016\/j.jadohealth.2020.07.042","article-title":"Social media and mental health among early adolescents in Sweden: a longitudinal study with 2-year follow-up (KUPOL study)","volume":"68","author":"Beeres","journal-title":"J Adolesc Health"},{"issue":"9","key":"R46","doi-asserted-by":"publisher","first-page":"853","DOI":"10.1001\/jamapediatrics.2019.1759","article-title":"Association of screen time and depression in adolescence","volume":"173","author":"Boers","journal-title":"JAMA Pediatr"},{"key":"R47","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2019.106160","article-title":"Does time spent using social media impact mental health?: An eight year longitudinal study","volume":"104","author":"Coyne","journal-title":"Comput Human Behav"},{"issue":"6","key":"R48","doi-asserted-by":"publisher","first-page":"964","DOI":"10.1177\/1948550620944304","article-title":"Does using social media jeopardize well-being? The importance of separating within- from between-person effects","volume":"12","author":"Stavrova","journal-title":"Soc Psychol Personal Sci"},{"issue":"1","key":"R49","doi-asserted-by":"publisher","DOI":"10.1186\/s13034-022-00555-x","article-title":"Social rejection sensitivity and its role in adolescent emotional disorder symptomatology","volume":"17","author":"Minihan","journal-title":"Child Adolesc Psychiatry Ment Health"},{"issue":"6","key":"R50","doi-asserted-by":"publisher","first-page":"1235","DOI":"10.1037\/a0028297","article-title":"Age-related differences in emotional reactivity, regulation, and rejection sensitivity in adolescence","volume":"12","author":"Silvers","journal-title":"Emotion"},{"issue":"8","key":"R51","doi-asserted-by":"publisher","first-page":"3974","DOI":"10.1097\/MS9.0000000000001066","article-title":"Anxiety and depression amongst youth as adverse effects of using social media: a review","volume":"85","author":"Prasad","journal-title":"Ann Med Surg"},{"issue":"8","key":"R52","doi-asserted-by":"publisher","first-page":"742","DOI":"10.1037\/pas0001136","article-title":"Measuring online and offline social rejection sensitivity in the digital age","volume":"34","author":"Andrews","journal-title":"Psychol Assess"},{"issue":"10","key":"R53","doi-asserted-by":"publisher","first-page":"1092","DOI":"10.1001\/archinte.166.10.1092","article-title":"A brief measure for assessing generalized anxiety disorder: the GAD-7","volume":"166","author":"Spitzer","journal-title":"Arch Intern Med"},{"issue":"1-3","key":"R54","doi-asserted-by":"publisher","first-page":"163","DOI":"10.1016\/j.jad.2008.06.026","article-title":"The PHQ-8 as a measure of current depression in the general population","volume":"114","author":"Kroenke","journal-title":"J Affect Disord"},{"issue":"2","key":"R55","doi-asserted-by":"publisher","first-page":"124","DOI":"10.1080\/19312458.2023.2181319","article-title":"Digital trace data collection for social media effects research: APIs, data donation, and (screen) tracking","volume":"18","author":"Ohme","journal-title":"Commun Methods Meas"},{"key":"R56","doi-asserted-by":"crossref","unstructured":"Liu Y Klassen G Mee J et al. User-donated screenshots analysis: feasibility of a new approach to collect objective social media app usage in adolescents. In: Thomson R Hariharan A Renshaw S , editors. Social, Cultural, and Behavioral Modeling. Springer; 2024:80-89. Lecture Notes in Computer Science, vol 14972. [doi: 10.1007\/978-3-031-72241-7_8]","DOI":"10.1007\/978-3-031-72241-7_8"},{"issue":"1","key":"R57","doi-asserted-by":"publisher","first-page":"30836","DOI":"10.1038\/s41598-024-81665-8","article-title":"Appnome analysis reveals small or no associations between social media app-specific usage and adolescent well-being","volume":"14","author":"Liu","journal-title":"Sci Rep"},{"issue":"12","key":"R58","doi-asserted-by":"publisher","DOI":"10.2196\/14475","article-title":"Compliance and retention with the experience sampling method over the continuum of severe mental disorders: meta-analysis and recommendations","volume":"21","author":"Vachon","journal-title":"J Med Internet Res"},{"issue":"3","key":"R59","doi-asserted-by":"publisher","first-page":"825","DOI":"10.1177\/10731911211067538","article-title":"Ecological momentary assessment: a meta-analysis on designs, samples, and compliance across research fields","volume":"30","author":"Wrzus","journal-title":"Assessment"},{"issue":"4","key":"R60","doi-asserted-by":"publisher","first-page":"1222","DOI":"10.1111\/jora.12871","article-title":"Linking video chatting, phone calling, text messaging, and social media with peers to adolescent connectedness","volume":"33","author":"Garrett","journal-title":"J Res Adolesc"},{"key":"R61","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2014.07.026","article-title":"Text-based communication influences self-esteem more than face-to-face or cellphone communication","volume":"39","author":"Gonzales","journal-title":"Comput Human Behav"},{"issue":"1","key":"R62","doi-asserted-by":"publisher","first-page":"30","DOI":"10.5334\/pb.1161","article-title":"Motivation scale for using social network sites: comparative study between Facebook, Instagram, Twitter, Snapchat and LinkedIn","volume":"63","author":"Masciantonio","journal-title":"Psychol Belg"},{"issue":"6","key":"R63","doi-asserted-by":"publisher","first-page":"803","DOI":"10.1037\/0033-2909.131.6.803","article-title":"The benefits of frequent positive affect: does happiness lead to success?","volume":"131","author":"Lyubomirsky","journal-title":"Psychol Bull"},{"key":"R64","doi-asserted-by":"publisher","DOI":"10.1016\/j.dr.2021.100981","article-title":"The importance of belonging and the avoidance of social risk taking in adolescence","volume":"61","author":"Tomova","journal-title":"Developmental Review"},{"key":"R65","doi-asserted-by":"crossref","unstructured":"Silvia PJ Cotter KN . Researching Daily Life: A Guide to Experience Sampling and Daily Diary Methods. American Psychological Association; 2021. [doi: 10.1037\/0000236-000]","DOI":"10.1037\/0000236-000"},{"issue":"2","key":"R66","doi-asserted-by":"publisher","first-page":"125","DOI":"10.1207\/S15326985EP3502_6","article-title":"Using hierarchical linear modeling to study social contexts: the case of school effects","volume":"35","author":"Lee","journal-title":"Educ Psychol"},{"issue":"6","key":"R67","doi-asserted-by":"publisher","first-page":"637","DOI":"10.1016\/j.childyouth.2004.11.017","article-title":"Analyzing grouped data with hierarchical linear modeling","volume":"27","author":"Guo","journal-title":"Child Youth Serv Rev"},{"issue":"2","key":"R68","doi-asserted-by":"publisher","first-page":"135","DOI":"10.1016\/j.edurev.2010.12.001","article-title":"Eta squared and partial eta squared as measures of effect size in educational research","volume":"6","author":"Richardson","journal-title":"Educational Research Review"},{"issue":"4","key":"R69","doi-asserted-by":"publisher","first-page":"963","DOI":"10.2307\/2529876","article-title":"Random-effects models for longitudinal data","volume":"38","author":"Laird","journal-title":"Biometrics"},{"issue":"2","key":"R70","doi-asserted-by":"publisher","first-page":"147","DOI":"10.1037\/1082-989X.7.2.147","article-title":"Missing data: our view of the state of the art","volume":"7","author":"Schafer","journal-title":"Psychol Methods"},{"key":"R71","unstructured":"Adgate B . Teens spend more time on social media than on homework (from Gallup). Forbes; Oct 18, 2023. URL: https:\/\/www.forbes.com\/sites\/bradadgate\/2023\/10\/18\/gallup-teens-spend-more-time-on-social-media-than-on-homework\/?sh=76a625dc3dcb [Accessed 14-02-2024]"},{"key":"R72","unstructured":"Sidoti MF Teens O . Social media and AI chatbots 2025. Pew Research Center; 2025. URL: https:\/\/www.pewresearch.org\/internet\/2025\/12\/09\/teens-social-media-and-ai-chatbots-2025\/ [Accessed 11-02-2026]"},{"issue":"2","key":"R73","doi-asserted-by":"publisher","first-page":"309","DOI":"10.1037\/dev0001148","article-title":"Social media use and friendship closeness in adolescents\u2019 daily lives: an experience sampling study","volume":"57","author":"Pouwels","journal-title":"Dev Psychol"},{"issue":"2","key":"R74","doi-asserted-by":"publisher","first-page":"438","DOI":"10.1037\/1528-3542.7.2.438","article-title":"Sources of accuracy in the empathic accuracy paradigm","volume":"7","author":"Hall","journal-title":"Emotion"},{"issue":"3","key":"R75","doi-asserted-by":"publisher","first-page":"267","DOI":"10.1007\/s10567-018-0261-x","article-title":"Transformation of Adolescent Peer Relations in the Social Media Context: Part 1-A Theoretical Framework and Application to Dyadic Peer Relationships","volume":"21","author":"Nesi","journal-title":"Clin Child Fam Psychol Rev"},{"issue":"2","key":"R76","doi-asserted-by":"publisher","first-page":"135","DOI":"10.31887\/DCNS.2020.22.2\/tdienlin","article-title":"The impact of digital technology use on adolescent well-being","volume":"22","author":"Dienlin","journal-title":"Dialogues Clin Neurosci"},{"issue":"11","key":"R77","doi-asserted-by":"publisher","first-page":"1127","DOI":"10.1111\/jcpp.12822","article-title":"Research Review: Is anxiety associated with negative interpretations of ambiguity in children and adolescents? A systematic review and meta\u2010analysis","volume":"59","author":"Stuijfzand","journal-title":"Child Psychology Psychiatry"},{"key":"R78","doi-asserted-by":"publisher","DOI":"10.1016\/j.jad.2020.10.055","article-title":"Prospective associations between peer functioning and social anxiety in adolescents: a systematic review and meta-analysis","volume":"279","author":"Chiu","journal-title":"J Affect Disord"},{"issue":"1","key":"R79","doi-asserted-by":"publisher","first-page":"170","DOI":"10.1037\/dev0001666","article-title":"Examining the reciprocal link between social anxiety and social relationships spanning from childhood to adulthood: a meta-analysis of longitudinal studies","volume":"60","author":"Chen","journal-title":"Dev Psychol"},{"key":"R80","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2025.108843","article-title":"Online and offline need fulfillment seeking: the relation between need crafting profiles, well-being, and social media use","volume":"175","author":"Van de Casteele","journal-title":"Comput Human Behav"},{"issue":"6","key":"R81","doi-asserted-by":"publisher","first-page":"746","DOI":"10.1016\/j.evolhumbehav.2012.06.002","article-title":"Retreating to safety: testing the social risk hypothesis model of depression","volume":"33","author":"Dunn","journal-title":"Evolution and Human Behavior"},{"key":"R82","doi-asserted-by":"publisher","DOI":"10.1016\/j.paid.2021.110647","article-title":"The role of maladaptive cognitive emotion regulation strategies and social anxiety in problematic smartphone and social media use","volume":"173","author":"Zsido","journal-title":"Pers Individ Dif"},{"issue":"1","key":"R83","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1159\/000529449","article-title":"Basic need satisfaction through social media engagement: a developmental framework for understanding adolescent social media use","volume":"67","author":"Parent","journal-title":"Hum Dev"},{"key":"R84","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2022.107591","article-title":"Does pressure to gain social media attention have consequences for adolescents\u2019 friendship closeness and mental health? A longitudinal examination of within-person cross-lagged relations","volume":"140","author":"Dumas","journal-title":"Comput Human Behav"},{"issue":"8","key":"R85","doi-asserted-by":"publisher","first-page":"701","DOI":"10.1521\/jscp.2014.33.8.701","article-title":"Seeing everyone else\u2019s highlight reels: how Facebook usage is linked to depressive symptoms","volume":"33","author":"Steers","journal-title":"J Soc Clin Psychol"},{"issue":"6","key":"R86","doi-asserted-by":"publisher","first-page":"1416","DOI":"10.1177\/2167702619859336","article-title":"Young adolescents\u2019 digital technology use and mental health symptoms: little evidence of longitudinal or daily linkages","volume":"7","author":"Jensen","journal-title":"Clin Psychol Sci"},{"issue":"3","key":"R87","doi-asserted-by":"publisher","first-page":"245","DOI":"10.1007\/s41347-020-00134-x","article-title":"Social media and mental health: benefits, risks, and opportunities for research and practice","volume":"5","author":"Naslund","journal-title":"J Technol Behav Sci"},{"issue":"1","key":"R88","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-022-29296-3","article-title":"Windows of developmental sensitivity to social media","volume":"13","author":"Orben","journal-title":"Nat Commun"},{"issue":"9","key":"R89","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0332902","article-title":"Personality traits, panel tenure, survey topic, and context as predictors of survey nonresponse patterns in high-frequency online longitudinal surveys","volume":"20","author":"Saw","journal-title":"PLoS ONE"},{"key":"R90","unstructured":"Veney B . 2025 social media facts & stats: usage, platforms, and growth. Broadband Search; 2025. URL: https:\/\/www.broadbandsearch.net\/blog\/social-media-facts-statistics [Accessed 10-02-2026]"},{"issue":"2","key":"R91","doi-asserted-by":"publisher","DOI":"10.2196\/11398","article-title":"What affects the completion of ecological momentary assessments in chronic pain research? An individual patient data meta-analysis","volume":"21","author":"Ono","journal-title":"J Med Internet Res"},{"key":"R92","unstructured":"Dataset. OSF. URL: https:\/\/osf.io\/buks5 [Accessed 11-07-2026]"}],"container-title":["JMIR Mental Health"],"original-title":[],"language":"en","deposited":{"date-parts":[[2026,8,10]],"date-time":"2026-08-10T15:42:16Z","timestamp":1786376536000},"score":1,"resource":{"primary":{"URL":"https:\/\/mental.jmir.org\/2026\/1\/e94753"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,8,10]]},"references-count":92,"URL":"https:\/\/doi.org\/10.2196\/94753","relation":{},"ISSN":["2368-7959"],"issn-type":[{"value":"2368-7959","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,8,10]]},"article-number":"v13i1e94753"}}