Social Media Psychology References
As a result of the large number of social psychology and mental health references in my book Social Media Psychology, I couldn’t include all of them in the book. Therefore, this webpage contains all the references for the book.
Social Media Psychology is a fascinating, enthralling psychology book exploring the mental health, social psychology and cognitive psychology impacts of social media. If you want to find out more, click the image below.
Also the book is available from all major eBook retailers and you can order the paperback and hardback copies from Amazon, your local bookstore and local library, if you request it. Also, you can buy the eBook directly from me at https://www.payhip.com/connorwhiteley
Aalbers, G., McNally, R. J., Heeren, A., de Wit, S., & Fried, E. I. (2019). Social media and depression symptoms: A network perspective. Journal of Experimental Psychology: General, 148(8), 1454–1462. https://doi.org/10.1037/xge0000528
Abbasi, I., & Drouin, M. (2019a). Neuroticism and Facebook Addiction: How Social Media can Affect Mood? American Journal of Family Therapy, 47(4), 199–215. https://doi.org/10.1080/01926187.2019.1624223
Abbasi, I., & Drouin, M. (2019b). Neuroticism and Facebook Addiction: How Social Media can Affect Mood? American Journal of Family Therapy, 47(4), 199–215. https://doi.org/10.1080/01926187.2019.1624223
Ahmed, S., Rajput, A. E., Sarirete, A., Aljaberi, A., Alghanem, O., & Alsheraigi, A. (2020). Studying unemployment effects on mental health: Social media versus the traditional approach. Sustainability (Switzerland), 12(19), 8130. https://doi.org/10.3390/su12198130
Ahuja, A. K., Biesaga, K., Sudak, D. M., Draper, J., & Womble, A. (2014). Suicide on facebook. Journal of Psychiatric Practice, 20(2), 141–146. https://doi.org/10.1097/01.pra.0000445249.38801.d1
Akter, T. (2014). Social media addiction, resistance, and influence of awareness: Measurement of psychology students’ resistance to Facebook addiction. Mediterranean Journal of Social Sciences, 5(8), 456–464. https://doi.org/10.5901/mjss.2014.v5n8p456
Aladag, A. E., Muderrisoglu, S., Akbas, N. B., Zahmacioglu, O., & Bingol, H. O. (2018). Detecting suicidal ideation on forums: Proof-of-concept study. Journal of Medical Internet Research, 20(6), e9840. https://doi.org/10.2196/jmir.9840
Alashoor, T., & Al-Jabri, I. M. (2018). The Privacy Calculus under Positive and Negative Mood States Cloud computing: a review of security issues and solutions View project COVID-19, Populism, and Trump Voters View project. https://www.researchgate.net/publication/328041814
Alfasi, Y. (2019). The grass is always greener on my Friends’ profiles: The effect of Facebook social comparison on state self-esteem and depression. Personality and Individual Differences, 147, 111–117. https://doi.org/10.1016/j.paid.2019.04.032
Alsunni, A. A., & Latif, R. (2021). Higher emotional investment in social media is related to anxiety and depression in university students. Journal of Taibah University Medical Sciences, 16(2), 247–252. https://doi.org/10.1016/j.jtumed.2020.11.004
Alvarez-Jimenez, M., Alcazar-Corcoles, M. A., González-Blanch, C., Bendall, S., McGorry, P. D., & Gleeson, J. F. (2014). Online, social media and mobile technologies for psychosis treatment: A systematic review on novel user-led interventions. In Schizophrenia Research (Vol. 156, Issue 1, pp. 96–106). Elsevier. https://doi.org/10.1016/j.schres.2014.03.021
Andalibi, N., Haimson, O. L., de Choudhury, M., & Forte, A. (2016). Understanding social media disclosures of sexual abuse through the lenses of support seeking and anonymity. Conference on Human Factors in Computing Systems - Proceedings, 3906–3918. https://doi.org/10.1145/2858036.2858096
Andalibi, N., Ozturk, P., & Forte, A. (2017). Sensitive self-disclosures, responses, and social support on instagram: The case of #depression. Proceedings of the ACM Conference on Computer Supported Cooperative Work, CSCW, 1485–1500. https://doi.org/10.1145/2998181.2998243
Andreassen, C., & Pallesen, S. (2014). Social Network Site Addiction - An Overview. Current Pharmaceutical Design, 20(25), 4053–4061. https://doi.org/10.2174/13816128113199990616
Andreassen, C. S., Billieux, J., Griffiths, M. D., Kuss, D. J., Demetrovics, Z., Mazzoni, E., & Pallesen, S. (2016). The relationship between addictive use of social media and video games and symptoms of psychiatric disorders: A large-scale cross-sectional study. Psychology of Addictive Behaviors, 30(2), 252–262. https://doi.org/10.1037/adb0000160
Asibong, U., Okafor, C. J., Asibong, I., Ayi, E., Omoronyia, O., & Owoidoho, U. (2020). Psychological distress and social media usage: A survey among undergraduates of a university in Calabar, Nigeria. The Nigerian Postgraduate Medical Journal, 27(2), 115–121. https://doi.org/10.4103/npmj.npmj_169_19
Asiri, E., Khalifa, M., Shabir, S. A., Hossain, M. N., Iqbal, U., & Househ, M. (2017). Sharing sensitive health information through social media in the Arab world. International Journal for Quality in Health Care, 29(1), 68–74. https://doi.org/10.1093/intqhc/mzw137
Aydin, O., Çökmüş, F. P., Balikçi, K., Sücüllüoğlu-Dikici, D., & Ünal-Aydin, P. (2020). The problematic use of social networking sites associates with elevated symptoms in patients with major depressive disorder. International Journal of Social Psychiatry, 66(5), 496–503. https://doi.org/10.1177/0020764020919791
Bachner-Melman, R., Zontag-Oren, E., Zohar, A. H., & Sher, H. (2018). Lives on the line: The online lives of girls and women with and without a lifetime eating disorder diagnosis. Frontiers in Psychology, 9(OCT), 2128. https://doi.org/10.3389/fpsyg.2018.02128
Bailey, E., Alvarez-Jimenez, M., Robinson, J., D’alfonso, S., Nedeljkovic, M., Davey, C. G., Bendall, S., Gilbertson, T., Phillips, J., Bloom, L., Nicholls, L., Garland, N.,
Cagliarini, D., Phelan, M., McKechnie, B., Mitchell, J., Cooke, M., & Rice, S. M. (2020). An enhanced social networking intervention for young people with active suicidal ideation: Safety, feasibility and acceptability outcomes. International Journal of Environmental Research and Public Health, 17(7), 2435. https://doi.org/10.3390/ijerph17072435
Bailey, E. R., Matz, S. C., Youyou, W., & Iyengar, S. S. (2020). Authentic self-expression on social media is associated with greater subjective well-being. Nature Communications, 11(1), 1–9. https://doi.org/10.1038/s41467-020-18539-w
Baker, D. A., & Algorta, G. P. (2016). The Relationship between Online Social Networking and Depression: A Systematic Review of Quantitative Studies. Cyberpsychology, Behavior, and Social Networking, 19(11), 638–648. https://doi.org/10.1089/cyber.2016.0206
Barthorpe, A., Winstone, L., Mars, B., & Moran, P. (2020). Is social media screen time really associated with poor adolescent mental health? A time use diary study. Journal of Affective Disorders, 274, 864–870. https://doi.org/10.1016/j.jad.2020.05.106
Bathina, K. C., ten Thij, M., Lorenzo-Luaces, L., Rutter, L. A., & Bollen, J. (2021). Individuals with depression express more distorted thinking on social media. Nature Human Behaviour, 5(4), 458–466. https://doi.org/10.1038/s41562-021-01050-7
Beard, C., Silverman, A. L., Forgeard, M., Wilmer, M. T., Torous, J., & Björgvinsson, T. (2019). Smartphone, social media, and mental health app use in an acute transdiagnostic psychiatric sample. JMIR MHealth and UHealth, 7(6), e13364. https://doi.org/10.2196/13364
Belfort, E. L., & Miller, L. (2018). Relationship Between Adolescent Suicidality, Self-Injury, and Media Habits. In Child and Adolescent Psychiatric Clinics of North America (Vol. 27, Issue 2, pp. 159–169). W.B. Saunders. https://doi.org/10.1016/j.chc.2017.11.004
Berman, H. (2018). An overview of adolescent mental health. In Technology and Adolescent Mental Health (pp. 3–20). Springer International Publishing. https://doi.org/10.1007/978-3-319-69638-6_1
Bessiere, K., Pressman, S., Kiesler, S., & Kraut, R. (2010). Effects of Internet use on health and depression: A longitudinal study. Journal of Medical Internet Research, 12(1), e1149. https://doi.org/10.2196/jmir.1149
Best, P., Manktelow, R., & Taylor, B. (2014). Online communication, social media and adolescent wellbeing: A systematic narrative review. Children and Youth Services Review, 41, 27–36. https://doi.org/10.1016/j.childyouth.2014.03.001
Betton, V., Borschmann, R., Docherty, M., Coleman, S., Brown, M., & Henderson, C. (2015). The role of social media in reducing stigma and discrimination. In British Journal of Psychiatry (Vol. 206, Issue 6, pp. 443–444). Royal College of Psychiatrists. https://doi.org/10.1192/bjp.bp.114.152835
Birnbaum, M. L., Rizvi, A. F., Correll, C. U., Kane, J. M., & Confino, J. (2017). Role of social media and the Internet in pathways to care for adolescents and young adults with psychotic disorders and non-psychotic mood disorders. Early Intervention in Psychiatry, 11(4), 290–295. https://doi.org/10.1111/eip.12237
Bliss, C. A., Kloumann, I. M., Harris, K. D., Danforth, C. M., & Dodds, P. S. (2012). Twitter reciprocal reply networks exhibit assortativity with respect to happiness. Journal of Computational Science, 3(5), 388–397. https://doi.org/10.1016/j.jocs.2012.05.001
Blons, E., Arsac, L. M., Grivel, E., Lespinet-Najib, V., & Deschodt-Arsac, V. (2021). Physiological resonance in empathic stress: Insights from nonlinear dynamics of heart rate variability. International Journal of Environmental Research and Public Health, 18(4), 1–14. https://doi.org/10.3390/ijerph18042081
Boers, E., Afzali, M. H., Newton, N., & Conrod, P. (2019). Association of Screen Time and Depression in Adolescence. In JAMA Pediatrics (Vol. 173, Issue 9, pp. 853–859). American Medical Association. https://doi.org/10.1001/jamapediatrics.2019.1759
Boursier, V., Gioia, F., Musetti, A., & Schimmenti, A. (2020). Facing Loneliness and Anxiety During the COVID-19 Isolation: The Role of Excessive Social Media Use in a Sample of Italian Adults. Frontiers in Psychiatry, 11, 586222. https://doi.org/10.3389/fpsyt.2020.586222
Brailovskaia, J., & Margraf, J. (2018). What does media use reveal about personality and mental health? An exploratory investigation among German students. PLoS ONE, 13(1), e0191810. https://doi.org/10.1371/journal.pone.0191810
Brailovskaia, J., Schillack, H., & Margraf, J. (2020). Tell me why are you using social media (SM)! Relationship between reasons for use of SM, SM flow, daily stress, depression, anxiety, and addictive SM use – An exploratory investigation of young adults in Germany. Computers in Human Behavior, 113, 106511.
https://doi.org/10.1016/j.chb.2020.106511
Brailovskaia, J., Velten, J., & Margaf, J. (2019). Relationship between daily stress, depression symptoms, and facebook addiction disorder in Germany and in the United States. Cyberpsychology, Behavior, and Social Networking, 22(9), 610–614. https://doi.org/10.1089/cyber.2019.0165
Bryan, C. J., Butner, J. E., Sinclair, S., Bryan, A. B. O., Hesse, C. M., & Rose, A. E. (2018). Predictors of Emerging Suicide Death Among Military Personnel on Social Media Networks. Suicide and Life-Threatening Behavior, 48(4), 413–430. https://doi.org/10.1111/sltb.12370
Cano, M. Á., Schwartz, S. J., MacKinnon, D. P., Keum, B. T. H., Prado, G., Marsiglia, F. F., Salas-Wright, C. P., Cobb, C. L., Garcini, L. M., de La Rosa, M., Sánchez, M.,
Rahman, A., Acosta, L. M., Roncancio, A. M., & de Dios, M. A. (2021). Exposure to ethnic discrimination in social media and symptoms of anxiety and depression among Hispanic emerging adults: Examining the moderating role of gender. Journal of Clinical Psychology, 77(3), 571–586. https://doi.org/10.1002/jclp.23050
Carmichael, H., Peko, G., Tilvawala, K., Chan, J., & Sundaram, D. (2019). Ameliorating depression anxiety and stress caused by social media among young women: Procedural and technological responses. Communications in Computer and Information Science, 1113 CCIS, 81–96. https://doi.org/10.1007/978-3-030-34353-8_6
Casale, S., & Fioravanti, G. (2011). Psychosocial correlates of internet use among Italian students. International Journal of Psychology, 46(4), 288–298. https://doi.org/10.1080/00207594.2010.541256
Cash, S., Schwab-Reese, L. M., Zipfel, E., Wilt, M., & Moreno, M. (2020). What college students post about depression on facebook and the support they perceive: content analysis. JMIR Formative Research, 4(7). https://doi.org/10.2196/13650
Castillo, M. (2014). The social network of loneliness. In American Journal of Neuroradiology (Vol. 35, Issue 12, pp. 2207–2208). https://doi.org/10.3174/ajnr.A3964
Cavazos-Rehg, P. A., Krauss, M. J., Sowles, S., Connolly, S., Rosas, C., Bharadwaj, M., & Bierut, L. J. (2016). A content analysis of depression-related tweets. Computers in Human Behavior, 54, 351–357. https://doi.org/10.1016/j.chb.2015.08.023
Celli, F., Ghosh, A., Alam, F., & Riccardi, G. (2016). In the mood for sharing contents: Emotions, personality and interaction styles in the diffusion of news. Information Processing and Management, 52(1), 93–98. https://doi.org/10.1016/j.ipm.2015.08.002
Cero, I., & Witte, Tracy. K. (2020). Assortativity of suicide-related posting on social media. American Psychologist, 75(3), 365–379.
Chen, A. T., Slattery, K., Tomasino, K. N., Rubanovich, C. K., Bardsley, L. R., & Mohr, D. C. (2020). Challenges and benefits of an internet-based intervention with a peer support component for older adults with depression: Qualitative analysis of textual data. Journal of Medical Internet Research, 22(6), e17586. https://doi.org/10.2196/17586
Chen, I. H., Pakpour, A. H., Leung, H., Potenza, M. N., Su, J. A., Lin, C. Y., & Griffiths, M. D. (2020). Comparing generalized and specific problematic smartphone/internet use: Longitudinal relationships between smartphone applicationbased addiction and social media addiction and psychological distress. Journal of Behavioral Addictions, 9(2), 410–419. https://doi.org/10.1556/2006.2020.00023
Chen, L. L., Cheng, C. H. K., & Gong, T. (2020). Inspecting Vulnerability to Depression From Social Media Affect. Frontiers in Psychiatry, 11, 54. https://doi.org/10.3389/fpsyt.2020.00054
Chen, L. L., Magdy, W., Whalley, H., & Wolters, M. (2020). It’s Not Just About Sad Songs: The Effect of Depression on Posting Lyrics and Quotes. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 12467 LNCS, 58–66. https://doi.org/10.1007/978-3-030-60975-7_5
Cheng, Q., Kwok, C. L., Zhu, T., Guan, L., & Yip, P. S. F. (2015a). Suicide communication on social media and its psychological mechanisms: An examination of chinese microblog users. International Journal of Environmental Research and Public Health, 12(9), 11506–11527. https://doi.org/10.3390/ijerph120911506
Cheng, Q., Kwok, C. L., Zhu, T., Guan, L., & Yip, P. S. F. (2015b). Suicide communication on social media and its psychological mechanisms: An examination of chinese microblog users. International Journal of Environmental Research and Public Health, 12(9), 11506–11527. https://doi.org/10.3390/ijerph120911506
Chomutare, T., Arsand, E., & Hartvigsen, G. (2015). Mining symptoms of severe mood disorders in large internet communities. Proceedings - IEEE Symposium on Computer-Based Medical Systems, 2015-July, 214–219. https://doi.org/10.1109/CBMS.2015.36
Chou, H. T. G., & Edge, N. (2012). “They are happier and having better lives than I am”: The impact of using facebook on perceptions of others’ lives.
Cyberpsychology, Behavior, and Social Networking, 15(2), 117–121. https://doi.org/10.1089/cyber.2011.0324
Christensen, H., Batterham, P. J., & O’Dea, B. (2014). E-health interventions for suicide prevention. In International Journal of Environmental Research and Public Health (Vol. 11, Issue 8, pp. 8193–8212). Multidisciplinary Digital Publishing Institute. https://doi.org/10.3390/ijerph110808193
Clement, J. (2020). Number of social media users worldwide | Statista. In Statista (p. 1). https://www.statista.com/statistics/278414/number-of-worldwide-social-network-users/
Cole, D. A., Nick, E. A., Varga, G., Smith, D., Zelkowitz, R. L., Ford, M. A., & Lédeczi, Á. (2019). Are Aspects of Twitter Use Associated with Reduced Depressive Symptoms? The Moderating Role of In-Person Social Support. Cyberpsychology, Behavior, and Social Networking, 22(11), 692–699. https://doi.org/10.1089/cyber.2019.0035
Cole, D. A., Nick, E. A., Zelkowitz, R. L., Roeder, K. M., & Spinelli, T. (2017). Online social support for young people: Does it recapitulate in-person social support; can it help? Computers in Human Behavior, 68, 456–464. https://doi.org/10.1016/j.chb.2016.11.058
Corbitt-Hall, D. J., Gauthier, J. M., & Troop-Gordon, W. (2019). Suicidality Disclosed Online: Using a Simulated Facebook Task to Identify Predictors of Support Giving to Friends at Risk of Self-harm. Suicide and Life-Threatening Behavior, 49(2), 598–613. https://doi.org/10.1111/sltb.12461
Courtney, K. L. (2013). Enabling Health and Healthcare Through ICT: Available, Tailored, and Closer (p. 399). https://books.google.co.uk/books?hl=en&lr=&id=uuZNnyYWK2EC&oi=fnd&pg=PA271&dq=Forumclínic:+The+shaping+of+virtual+communities+to+assist+patients+with+chronic+diseases&ots=56DCsIXQaH&sig=UICqZf2bQQnKnOj26gsLVoeCIoU&redir_esc=y#v=onepage&q&f=false
Coyne, S. M., Rogers, A. A., Zurcher, J. D., Stockdale, L., & Booth, M. (2020). Does time spent using social media impact mental health?: An eight year longitudinal study. Computers in Human Behavior, 104, 106160. https://doi.org/10.1016/j.chb.2019.106160
Csepeli, G., & Nagyfi, R. (2014). Facebook diagnostics: Detection of mental health problems based on online traces. European Journal of Mental Health, 9(2), 220–230. https://doi.org/10.5708/EJMH.9.2014.2.5
Cunningham, S., Hudson, C. C., & Harkness, K. (2021). Social Media and Depression Symptoms: a Meta-Analysis. In Research on Child and Adolescent Psychopathology (Vol. 49, Issue 2, pp. 241–253). Springer. https://doi.org/10.1007/s10802-020-00715-7
Dalvi-Esfahani, M., Niknafs, A., Kuss, D. J., Nilashi, M., & Afrough, S. (2019). Social media addiction: Applying the DEMATEL approach. Telematics and Informatics, 43, 101250. https://doi.org/10.1016/j.tele.2019.101250
Dao, B., Nguyen, T., Venkatesh, S., & Phung, D. (2015, December 2). Nonparametric discovery of online mental health-related communities. Proceedings of the 2015 IEEE International Conference on Data Science and Advanced Analytics, DSAA 2015. https://doi.org/10.1109/DSAA.2015.7344841
David, M. E., & Roberts, J. A. (2020). Developing and testing a scale designed to measure perceived phubbing. International Journal of Environmental Research and Public Health, 17(21), 1–15. https://doi.org/10.3390/ijerph17218152
de Choudhury, M. (2014). Can social media help us reason about mental health? WWW 2014 Companion - Proceedings of the 23rd International Conference on World Wide Web, 1243–1244. https://doi.org/10.1145/2567948.2580064
de Choudhury, M. (2013). Role of social media in tackling challenges in mental health. SAM 2013 - Proceedings of the 2nd International Workshop on Socially-Aware Multimedia, Co-Located with ACM Multimedia 2013, 49–52. https://doi.org/10.1145/2509916.2509921
de Choudhury, M., Counts, S., & Gamon, M. (2012). Not all moods are created equal! Exploring human emotional states in social media. ICWSM 2012 - Proceedings of the 6th International AAAI Conference on Weblogs and Social Media, 6(1), 66–73. http://www.liwc
de Choudhury, M., Counts, S., & Horvitz, E. (2013). Social media as a measurement tool of depression in populations. Proceedings of the 5th Annual ACM Web Science Conference, WebSci’13, volume, 47–56. https://doi.org/10.1145/2464464.2464480
de Choudhury, M., Gamon, M., & Counts, S. (2012). Happy, nervous or surprised? Classification of human affective states in social media. ICWSM 2012 - Proceedings of the 6th International AAAI Conference on Weblogs and Social Media, 6(1), 435–438. http://aws.amazon.com/mturk/
de Choudhury, M., Gamon, M., Counts, S., & Horvitz, E. (2013). Predicting depression via social media. Proceedings of the 7th International Conference on Weblogs and Social Media, ICWSM 2013, 7(1), 128–137. www.aaai.org
Decker, V., Valenti, M., Montoya, V., Sikorskii, A., Given, C. W., & Given, B. A. (2019). Maximizing New Technologies to Treat Depression. In Issues in Mental Health Nursing (Vol. 40, Issue 3, pp. 200–207). Taylor and Francis Ltd. https://doi.org/10.1080/01612840.2018.1527422
DeJohn, A. D., Schulz, E. E., Pearson, A. L., Lachmar, E. M., & Wittenborn, A. K. (2018). Identifying and understanding communities using twitter to connect about depression: Cross-sectional study. Journal of Medical Internet Research, 20(11), e9533. https://doi.org/10.2196/mental.9533
Dhir, A., Yossatorn, Y., Kaur, P., & Chen, S. (2018). Online social media fatigue and psychological wellbeing—A study of compulsive use, fear of missing out, fatigue, anxiety and depression. International Journal of Information Management, 40, 141–152. https://doi.org/10.1016/j.ijinfomgt.2018.01.012
Dodson, J., Preux, N. saint, Thang, J., & Eikey, E. v. (2020). Depression management as lifestyle management: Exploring existing practices and perceptions among college students. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 12051 LNCS, 237–255. https://doi.org/10.1007/978-3-030-43687-2_19
Drach, R. D., Orloff, N. C., & Hormes, J. M. (2021). The emotion regulatory function of online social networking: Preliminary experimental evidence. Addictive Behaviors, 112, 106559. https://doi.org/10.1016/j.addbeh.2020.106559
Dulli, L., Ridgeway, K., Packer, C., Murray, K. R., Mumuni, T., Plourde, K. F., Chen, M., Olumide, A., Ojengbede, O., & McCarraher, D. R. (2020). A Social Media–Based Support Group for Youth Living with HIV in Nigeria (SMART Connections): Randomized Controlled Trial. Journal of Medical Internet Research, 22(6), e18343. https://doi.org/10.2196/18343
Dunlop, S. M., More, E., & Romer, D. (2011). Where do youth learn about suicides on the Internet, and what influence does this have on suicidal ideation? Journal of Child Psychology and Psychiatry, 52(10), 1073–1080. https://doi.org/10.1111/j.1469-7610.2011.02416.x
Dyson, M. P., Hartling, L., Shulhan, J., Chisholm, A., Milne, A., Sundar, P., Scott, S. D., & Newton, A. S. (2016). A systematic review of social media use to discuss and view deliberate self-harm acts. PLoS ONE, 11(5), e0155813. https://doi.org/10.1371/journal.pone.0155813
Escobar-Viera, C. G., Shensa, A., Bowman, N. D., Sidani, J. E., Knight, J., James, A. E., & Primack, B. A. (2018). Passive and Active Social Media Use and Depressive Symptoms among United States Adults. Cyberpsychology, Behavior, and Social Networking, 21(7), 437–443. https://doi.org/10.1089/cyber.2017.0668
Escobar-Viera, C. G., Whitfield, D. L., Wessel, C. B., Shensa, A., Sidani, J. E., Brown, A. L., Chandler, C. J., Hoffman, B. L., Marshal, M. P., & Primack, B. A. (2018). For better or for worse? A systematic review of the evidence on social media use and depression among lesbian, gay, and bisexual minorities. In Journal of Medical Internet Research (Vol. 20, Issue 7, p. e10496). JMIR Publications Inc. https://doi.org/10.2196/10496
Evans, Y. N. (2018). How mental health conditions affect online use and access. In Technology and Adolescent Mental Health (pp. 37–42). Springer International Publishing. https://doi.org/10.1007/978-3-319-69638-6_3
Faelens, L., Hoorelbeke, K., Fried, E., de Raedt, R., & Koster, E. H. W. (2019). Negative influences of Facebook use through the lens of network analysis. Computers in Human Behavior, 96, 13–22. https://doi.org/10.1016/j.chb.2019.02.002
Fatima, I., Mukhtar, H., Ahmad, H. F., & Rajpoot, K. (2018). Analysis of user-generated content from online social communities to characterise and predict depression degree. Journal of Information Science, 44(5), 683–695. https://doi.org/10.1177/0165551517740835
Flynn, S., Noone, C., & Sarma, K. M. (2018). An exploration of the link between adult attachment and problematic Facebook use. BMC Psychology, 6(1), 1–16. https://doi.org/10.1186/s40359-018-0245-0
Frye, C. C., Ly, L. G., Murrieta, J., Sun, L., Cochancela, C. S., & Eikey, E. v. (2020). Perceived use and effects of social media for 1 to 2.5 generation immigrant college students with depression: Results from a mixed methods survey. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 12051 LNCS, 130–150. https://doi.org/10.1007/978-3-030-43687-2_11
Galbava, S., Machackova, H., & Dedkova, L. (2021). Cyberostracism: Emotional and behavioral consequences in social media interactions. Comunicar, 29(67). https://doi.org/10.3916/C67-2021-01
Gao, Q., & Lee, H. E. (2021). How framed messages influence depression assessment intentions: Interactivity of social media as a moderator. International Journal of Environmental Research and Public Health, 18(4), 1–15. https://doi.org/10.3390/ijerph18041787
George, M. (2019). The Importance of Social Media Content for Teens’ Risks for Self-harm. In Journal of Adolescent Health (Vol. 65, Issue 1, pp. 9–10). https://doi.org/10.1016/j.jadohealth.2019.04.022
Ghaemi, S. N. (2020). Digital depression: a new disease of the millennium? Acta Psychiatrica Scandinavica, 141(4), 356–361. https://doi.org/10.1111/acps.13151
Gitlow, L., Janney, B., Lemery, C., McDonald, J., McGinley, B., & Rabideau, K. (2019). How college students diagnosed with anxiety disorders and/or depression use everyday technology. Disability and Rehabilitation: Assistive Technology, 14(8), 809–816. https://doi.org/10.1080/17483107.2018.1499143
Glaser, P., Liu, J. H., Hakim, M. A., Vilar, R., & Zhang, R. (2018). Is social media use for networking positive or negative? Offline social capital and internet addiction as mediators for the relationship between social media use and mental health. New Zealand Journal of Psychology, 47(3), 12–18. https://www.researchgate.net/publication/329403798
Grieve, R., Indian, M., Witteveen, K., Anne Tolan, G., & Marrington, J. (2013). Face-to-face or Facebook: Can social connectedness be derived online? Computers in Human Behavior, 29(3), 604–609. https://doi.org/10.1016/j.chb.2012.11.017
Grieve, R., & Watkinson, J. (2016). The Psychological Benefits of Being Authentic on Facebook. Cyberpsychology, Behavior, and Social Networking, 19(7), 420–425. https://doi.org/10.1089/cyber.2016.0010
Griffith, F. J., & Stein, C. H. (2020). Behind the Hashtag: Online Disclosure of Mental Illness and Community Response on Tumblr. American Journal of Community Psychology. https://doi.org/10.1002/ajcp.12483
Guntuku, S. C., Schneider, R., Pelullo, A., Young, J., Wong, V., Ungar, L., Polsky, D., Volpp, K. G., & Merchant, R. (2019). Studying expressions of loneliness in individuals using twitter: an observational study. BMJ Open, 9(11), e030355. https://doi.org/10.1136/bmjopen-2019-030355
Haand, R., & Shuwang, Z. (2020). The relationship between social media addiction and depression: a quantitative study among university students in Khost, Afghanistan. International Journal of Adolescence and Youth, 25(1), 780–786. https://doi.org/10.1080/02673843.2020.1741407
Hauk, L. (2012). AAP releases clinical report on the impact of social media on children, adolescents, and families. American Family Physician, 85(7), 729. https://search.proquest.com/openview/ae8dce7aa9df6e1cbc5b122da4318a2c/1?cbl=35707&pq-origsite=gscholar
Hébert-Ratté, R., & Poulin, F. (2019). Facebook user profiles, personality and well-being in early adulthood. Revue Europeenne de Psychologie Appliquee, 69(5–6), 100478. https://doi.org/10.1016/j.erap.2019.100478
Hodas, N. O., Butner, R., & Corley, C. (2016). How a user’s personality influences content engagement in social media. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 10046 LNCS, 481–493. https://doi.org/10.1007/978-3-319-47880-7_30
Holmgren, H. G., & Coyne, S. M. (2017). Can’t stop scrolling!: pathological use of social networking sites in emerging adulthood. Addiction Research and Theory, 25(5), 375–382. https://doi.org/10.1080/16066359.2017.1294164
Homan, C. M., Lu, N., Tu, X., Lytle, M. C., & Silenzio, V. M. B. (2014). Social structure and depression in trevorspace. Proceedings of the ACM Conference on Computer Supported Cooperative Work, CSCW, 615–624. https://doi.org/10.1145/2531602.2531704
House, A. (2020). Social media, self-harm and suicide. BJPsych Bulletin, 44(4), 131–133. https://doi.org/10.1192/bjb.2019.94
Huber, J., Muck, T., Maatz, P., Keck, B., Enders, P., Maatouk, I., & Ihrig, A. (2018). Face-to-face vs. online peer support groups for prostate cancer: A cross-sectional comparison study. Journal of Cancer Survivorship, 12(1), 1–9. https://doi.org/10.1007/s11764-017-0633-0
Hunt, M. G., Marx, R., Lipson, C., & Young, J. (2018). No more FOMO: Limiting social media decreases loneliness and depression. Journal of Social and Clinical Psychology, 37(10), 751–768. https://doi.org/10.1521/jscp.2018.37.10.751
Hussain, Z., & Griffiths, M. D. (2018). Problematic social networking site use and comorbid psychiatric disorders: A systematic review of recent large-scale studies. In Frontiers in Psychiatry (Vol. 9, p. 686). Frontiers Media S.A. https://doi.org/10.3389/fpsyt.2018.00686
Ivie, E. J., Pettitt, A., Moses, L. J., & Allen, N. B. (2020). A meta-analysis of the association between adolescent social media use and depressive symptoms. In Journal of Affective Disorders (Vol. 275, pp. 165–174). Elsevier B.V. https://doi.org/10.1016/j.jad.2020.06.014
Jasso-Medrano, J. L., & López-Rosales, F. (2018). Measuring the relationship between social media use and addictive behavior and depression and suicide ideation among university students. Computers in Human Behavior, 87, 183–191. https://doi.org/10.1016/j.chb.2018.05.003
Jeri-Yabar, A., Sanchez-Carbonel, A., Tito, K., Ramirez-delCastillo, J., Torres-Alcantara, A., Denegri, D., & Carreazo, Y. (2019). Association between social media use (Twitter, Instagram, Facebook) and depressive symptoms: Are Twitter users at higher risk? International Journal of Social Psychiatry, 65(1), 14–19. https://doi.org/10.1177/0020764018814270
Jeste, D. v., Lee, E. E., & Cacioppo, S. (2020). Battling the Modern Behavioral Epidemic of Loneliness: Suggestions for Research and Interventions. In JAMA Psychiatry (Vol. 77, Issue 6, pp. 553–554). https://doi.org/10.1001/jamapsychiatry.2020.0027
Kalckreuth, S., Trefflich, F., & Rummel-Kluge, C. (2014). Mental health related Internet use among psychiatric patients: A cross-sectional analysis. BMC Psychiatry, 14(1), 368. https://doi.org/10.1186/s12888-014-0368-7
Kardefelt-Winther, D. (2014). A conceptual and methodological critique of internet addiction research: Towards a model of compensatory internet use. Computers in Human Behavior, 31(1), 351–354. https://doi.org/10.1016/j.chb.2013.10.059
Kattalai Kailasam, V., & Samuels, E. (2015). Can social media help mental health practitioners prevent suicides? Current Psychiatric, 14(2), 37–39. https://www.facebook.com/notes/american-
Kavuluru, R., Williams, A. G., Ramos-Morales, M., Haye, L., Holaday, T., & Cerel, J. (2016). Classification of helpful comments on online suicide watch forums. ACM-BCB 2016 - 7th ACM Conference on Bioinformatics, Computational Biology, and Health Informatics, 32–40. https://doi.org/10.1145/2975167.2975170
Keles, B., McCrae, N., & Grealish, A. (2020). A systematic review: the influence of social media on depression, anxiety and psychological distress in adolescents. In International Journal of Adolescence and Youth (Vol. 25, Issue 1, pp. 79–93). Routledge. https://doi.org/10.1080/02673843.2019.1590851
Kelleher, E., Moreno, M., & Wilt, M. P. (2018). Recruitment of participants and delivery of online mental health resources for depressed individuals using tumblr: Pilot randomized control trial. Journal of Medical Internet Research, 20(4), e9421. https://doi.org/10.2196/resprot.9421
Kelly, Y., Zilanawala, A., Booker, C., & Sacker, A. (2018). Social Media Use and Adolescent Mental Health: Findings From the UK Millennium Cohort Study. EClinicalMedicine, 6, 59–68. https://doi.org/10.1016/j.eclinm.2018.12.005
Khalil, S. A., Kamal, H., & Elkouly, H. (2020). The prevalence of problematic internet use among a sample of Egyptian adolescents and its psychiatric comorbidities. International Journal of Social Psychiatry, 20764020983841. https://doi.org/10.1177/0020764020983841
Kircaburun, K., Griffiths, M. D., & Billieux, J. (2019). Trait emotional intelligence and problematic online behaviors among adolescents: The mediating role of mindfulness, rumination, and depression. Personality and Individual Differences, 139, 208–213. https://doi.org/10.1016/j.paid.2018.11.024
Kircaburun, K., Griffiths, M. D., Şahin, F., Bahtiyar, M., Atmaca, T., & Tosuntaş, Ş. B. (2020). The Mediating Role of Self/Everyday Creativity and Depression on the Relationship Between Creative Personality Traits and Problematic Social Media Use Among Emerging Adults. International Journal of Mental Health and Addiction, 18(1), 77–88. https://doi.org/10.1007/s11469-018-9938-0
Knausenberger, J., & Echterhoff, G. (2018). I belong but I’m still sad: Reminders of Facebook increase feelings of belonging but do not facilitate coping with sadness. PLoS ONE, 13(12), e0209889. https://doi.org/10.1371/journal.pone.0209889
Koc, M., & Gulyagci, S. (2013). Facebook addiction among Turkish college students: The role of psychological health, demographic, and usage characteristics. Cyberpsychology, Behavior, and Social Networking, 16(4), 279–284. https://doi.org/10.1089/cyber.2012.0249
Kornfeld, B., & Wild, B. M. (2020). Screening for healthy screen time. Pediatric Annals, 49(11), e452–e454. https://doi.org/10.3928/19382359-20201011-01
Kramer, A. D. I., Guillory, J. E., & Hancock, J. T. (2014). Experimental evidence of massive-scale emotional contagion through social networks. Proceedings of the National Academy of Sciences of the United States of America, 111(24), 8788–8790. https://doi.org/10.1073/pnas.1320040111
Krasnova, H., Widjaja, T., Buxmann, P., Wenninger, H., & Benbasat, I. (2015). Why following friends can hurt you: An exploratory investigation of the effects of envy on social networking sites among college-age users. Information Systems Research, 26(3), 585–605. https://doi.org/10.1287/isre.2015.0588
Kross, E., Verduyn, P., Demiralp, E., Park, J., Lee, D. S., Lin, N., Shablack, H., Jonides, J., & Ybarra, O. (2013). Facebook Use Predicts Declines in Subjective Well-Being in Young Adults. PLoS ONE, 8(8), e69841. https://doi.org/10.1371/journal.pone.0069841
Laffier, J. L. (2016). Social relations: Exploring how youth use social media to communicate signs and symptoms of depression and suicidal ideation. In
Youth 2.0: Social Media and Adolescence: Connecting, Sharing and Empowering (pp. 161–178). Springer International Publishing. https://doi.org/10.1007/978-3-319-27893-3_9
Landoll, R. R., la Greca, A. M., & Lai, B. S. (2013). Aversive Peer Experiences on Social Networking Sites: Development of the Social Networking-Peer Experiences Questionnaire (SN-PEQ). Journal of Research on Adolescence, 23(4), 695–705. https://doi.org/10.1111/jora.12022
Lattie, E. G., Lipson, S. K., & Eisenberg, D. (2019). Technology and college student mental health: Challenges and opportunities. In Frontiers in Psychiatry (Vol. 10, Issue APR, p. 246). Frontiers Media S.A. https://doi.org/10.3389/fpsyt.2019.00246
Leavitt, A. (2015). “this is a throwaway account”: Temporary technical identities and perceptions of anonymity in a massive online community. CSCW 2015 - Proceedings of the 2015 ACM International Conference on Computer-Supported Cooperative Work and Social Computing, 317–327. https://doi.org/10.1145/2675133.2675175
Lee, E. W. J., Ho, S. S., & Lwin, M. O. (2017). Extending the social cognitive model—Examining the external and personal antecedents of social network sites use among Singaporean adolescents. Computers in Human Behavior, 67, 240–251. https://doi.org/10.1016/j.chb.2016.10.030
Lee, H. E., & Cho, J. (2019). Social Media Use and Well-Being in People with Physical Disabilities: Influence of SNS and Online Community Uses on Social Support, Depression, and Psychological Disposition. Health Communication, 34(9), 1043–1052. https://doi.org/10.1080/10410236.2018.1455138
Lee, J. (2020). When we seek and share information about mental illness: The impact of threat appraisal, negative emotions, and efficacy. Social Science Journal, 1–15. https://doi.org/10.1080/03623319.2020.1727248
Lee, N., Buchanan, K., & Yu, M. (2020). Each post matters: a content analysis of #mentalhealth images on Instagram. Journal of Visual Communication in Medicine, 43(3), 1–11. https://doi.org/10.1080/17453054.2020.1781535
Lee, S. Y. (2019). Media coverage of celebrity suicide caused by depression and increase in the number of people who seek depression treatment. Psychiatry Research, 271, 598–603. https://doi.org/10.1016/j.psychres.2018.12.055
Leis, A., Ronzano, F., Mayer, M. A., Furlong, L. I., & Sanz, F. (2020). Evaluating behavioral and linguistic changes during drug treatment for depression using tweets in Spanish: Pairwise comparison study. Journal of Medical Internet Research, 22(12), e20920. https://doi.org/10.2196/20920
Li, W., O’Brien, J. E., Snyder, S. M., & Howard, M. O. (2015). Characteristics of Internet Addiction/Pathological Internet Use in U.S. university students: A qualitative-method investigation. PLoS ONE, 10(2), e0117372. https://doi.org/10.1371/journal.pone.0117372
Lin, C. Y., Namdar, P., Griffiths, M. D., & Pakpour, A. H. (2021). Mediated roles of generalized trust and perceived social support in the effects of problematic social media use on mental health: A cross-sectional study. Health Expectations, 24(1), 165–173. https://doi.org/10.1111/hex.13169
Lin, L. yi, Sidani, J. E., Shensa, A., Radovic, A., Miller, E., Colditz, J. B., Hoffman, B. L., Giles, L. M., & Primack, B. A. (2016). ASSOCIATION BETWEEN SOCIAL MEDIA USE AND DEPRESSION AMONG U.S. YOUNG ADULTS. Depression and Anxiety, 33(4), 323–331. https://doi.org/10.1002/da.22466
Lisitsa, E., Benjamin, K. S., Chun, S. K., Skalisky, J., Hammond, L. E., & Mezulis, A. H. (2020). Loneliness among young adults during covid-19 pandemic: The mediational roles of social media use and social support seeking. In Journal of Social and Clinical Psychology (Vol. 39, Issue 8, pp. 708–726). Guilford Publications. https://doi.org/10.1521/jscp.2020.39.8.708
Liu, L., & Woo, B. K. P. (2021). Twitter as a mental health support system for students and professionals in the medical field. JMIR Medical Education, 7(1), e17598. https://doi.org/10.2196/17598
Liu, Xingyun, Huang, J., Yu, N. X., Li, Q., & Zhu, T. (2020). Mediation effect of suicide-related social media use behaviors on the association between suicidal ideation and suicide attempt: Cross-sectional questionnaire study. Journal of Medical Internet Research, 22(4), e14940. https://doi.org/10.2196/14940
Liu, Xuan, Pan, M., & Li, J. (2019). Does Sharing Your Emotion Make You Feel Better? An Empirical Investigation on the Association between Sharing Emotions on a Virtual Mood Wall and the Relief of Patients’ Negative Emotions. Telemedicine and E-Health, 25(10), 987–995. https://doi.org/10.1089/tmj.2017.0327
Lopez-Castroman, J., Moulahi, B., Azé, J., Bringay, S., Deninotti, J., Guillaume, S., & Baca-Garcia, E. (2020). Mining social networks to improve suicide prevention: A scoping review. In Journal of Neuroscience Research (Vol. 98, Issue 4, pp. 616–625). John Wiley and Sons Inc. https://doi.org/10.1002/jnr.24404
Low, D. M., Rumker, L., Talkar, T., Torous, J., Cecchi, G., & Ghosh, S. S. (2020). Natural language processing reveals vulnerable mental health support groups and heightened health anxiety on reddit during COVID-19: Observational study. Journal of Medical Internet Research, 22(10), e22635. https://doi.org/10.2196/22635
Lu, Y., Pan, T., Liu, J., & Wu, J. (2021). Does Usage of Online Social Media Help Users With Depressed Symptoms Improve Their Mental Health? Empirical Evidence From an Online Depression Community. Frontiers in Public Health, 8, 581088. https://doi.org/10.3389/fpubh.2020.581088
Ma, X., & Sayama, H. (2015). Mental disorder recovery correlated with centralities and interactions on an online social network. PeerJ, 2015(8), e1163. https://doi.org/10.7717/peerj.1163
Manske, A., & Schmidt, S. J. (2019). Mediatoren der problematischen Nutzung sozialer Medien im Jugendalter als mögliche Wirkmechanismen von psychotherapeutischen Interventionen. In Praxis der Kinderpsychologie und Kinderpsychiatrie (Vol. 68, Issue 8, pp. 690–710). NLM (Medline). https://doi.org/10.13109/prkk.2019.68.8.690
Marino, C. (2018). Quality of Social-Media Use May Matter More Than Frequency of Use for Adolescents’ Depression. In Clinical Psychological Science (Vol. 6, Issue 4, p. 455). SAGE Publications Inc. https://doi.org/10.1177/2167702618771979
Marino, C., Caselli, G., Lenzi, M., Monaci, M. G., Vieno, A., Nikčević, A. v., & Spada, M. M. (2019). Emotion Regulation and Desire Thinking as Predictors of Problematic Facebook Use. Psychiatric Quarterly, 90(2), 405–411. https://doi.org/10.1007/s11126-019-09628-1
Marino, C., Gini, G., Vieno, A., & Spada, M. M. (2018). The associations between problematic Facebook use, psychological distress and well-being among adolescents and young adults: A systematic review and meta-analysis. In Journal of Affective Disorders (Vol. 226, pp. 274–281). Elsevier B.V. https://doi.org/10.1016/j.jad.2017.10.007
Mayshak, R., Sharman, S. J., & Zinkiewicz, L. (2016). The impact of negative online social network content on expressed sentiment, executive function, and working memory. Computers in Human Behavior, 65, 402–408. https://doi.org/10.1016/j.chb.2016.09.002
Mazuz, K., & Yom-Tov, E. (2020). Analyzing trends of loneliness through large-scale analysis of social media postings: Observational study. JMIR Mental Health, 7(4), e17188. https://doi.org/10.2196/17188
McCloskey, W., Iwanicki, S., Lauterbach, D., Giammittorio, D. M., & Maxwell, K. (2015). Are Facebook “friends” Helpful? Development of a Facebook-Based Measure of Social Support and Examination of Relationships among Depression, Quality of Life, and Social Support. Cyberpsychology, Behavior, and Social Networking, 18(9), 499–505. https://doi.org/10.1089/cyber.2014.0538
McDougall, M. A., Walsh, M., Wattier, K., Knigge, R., Miller, L., Stevermer, M., & Fogas, B. S. (2016). The effect of social networking sites on the relationship between perceived social support and depression. Psychiatry Research, 246, 223–229. https://doi.org/10.1016/j.psychres.2016.09.018
Memon, A. M., Sharma, S. G., Mohite, S. S., & Jain, S. (2018). The role of online social networking on deliberate self-harm and suicidality in adolescents: A systematized review of literature. In Indian Journal of Psychiatry (Vol. 60, Issue 4, pp. 384–392). Wolters Kluwer Medknow Publications. https://doi.org/10.4103/psychiatry.IndianJPsychiatry_414_17
Michikyan, M. (2020). Depression symptoms and negative online disclosure among young adults in college: a mixed-methods approach. Journal of Mental Health, 29(4), 392–400. https://doi.org/10.1080/09638237.2019.1581357
Miguel, E. M., Chou, T., Golik, A., Cornacchio, D., Sanchez, A. L., DeSerisy, M., & Comer, J. S. (2017). Examining the scope and patterns of deliberate self-injurious cutting content in popular social media. Depression and Anxiety, 34(9), 786–793. https://doi.org/10.1002/da.22668
Mitchell, L., & Hussain, Z. (2018). Predictors of problematic smartphone use: An examination of the integrative pathways model and the role of age, gender, impulsiveness, excessive reassurance seeking, extraversion, and depression. Behavioral Sciences, 8(8), 74. https://doi.org/10.3390/bs8080074
Mohr, D. C., Burns, M. N., Schueller, S. M., Clarke, G., & Klinkman, M. (2013). Behavioral Intervention Technologies: Evidence review and recommendations for future research in mental health. General Hospital Psychiatry, 35(4), 332–338. https://doi.org/10.1016/j.genhosppsych.2013.03.008
Mok, W. T., Sing, R., Jiang, X., & See, S. L. (2014). Investigation of social media on depression. Proceedings of the 9th International Symposium on Chinese Spoken Language Processing, ISCSLP 2014, 488–491. https://doi.org/10.1109/ISCSLP.2014.6936690
Moreno, Megan A., & Whitehill, J. M. (2012). New media, old risks: Toward an understanding of the relationships between online and offline health behavior. In Archives of Pediatrics and Adolescent Medicine (Vol. 166, Issue 9, pp. 868–869). American Medical Association. https://doi.org/10.1001/archpediatrics.2012.1320
Moreno, Megan Andreas, Christakis, D. A., Egan, K. G., Jelenchick, L. A., Cox, E., Young, H., Villiard, H., & Becker, T. (2012). A pilot evaluation of associations between displayed depression references on facebook and self-reported depression using a clinical scale. Journal of Behavioral Health Services and Research, 39(3), 295–304. https://doi.org/10.1007/s11414-011-9258-7
Moretta, T., & Buodo, G. (2018). Modeling Problematic Facebook Use: Highlighting the role of mood regulation and preference for online social interaction. Addictive Behaviors, 87, 214–221. https://doi.org/10.1016/j.addbeh.2018.07.014
Morin-Major, J. K., Marin, M. F., Durand, N., Wan, N., Juster, R. P., & Lupien, S. J. (2016). Facebook behaviors associated with diurnal cortisol in adolescents: Is befriending stressful? Psychoneuroendocrinology, 63, 238–246. https://doi.org/10.1016/j.psyneuen.2015.10.005
Mota Pereira, J. (2014). Facebook enhances antidepressant pharmacotherapy effects. The Scientific World Journal, 2014. https://doi.org/10.1155/2014/892048
Musiat, P., Goldstone, P., & Tarrier, N. (2014). Understanding the acceptability of e-mental health - attitudes and expectations towards computerised self-help treatments for mental health problems. BMC Psychiatry, 14(1), 1–8. https://doi.org/10.1186/1471-244X-14-109
Myruski, S., Quintero, J. M., Denefrio, S., & Dennis-Tiwary, T. A. (2020). Through a Screen Darkly: Use of Computer-Mediated Communication Predicts Emotional Functioning. Psychological Reports, 123(6), 2305–2332. https://doi.org/10.1177/0033294119859779
Nambisan, P., Luo, Z., Kapoor, A., Patrick, T. B., & Cisler, R. A. (2015). Social media, big data, and public health informatics: Ruminating behavior of depression revealed through twitter. Proceedings of the Annual Hawaii International Conference on System Sciences, 2015-March, 2906–2913. https://doi.org/10.1109/HICSS.2015.351
Nascimento, T. D., DosSantos, M. F., Danciu, T., DeBoer, M., van Holsbeeck, H., Lucas, S. R., Aiello, C., Khatib, L., Bender, M. C. A., Zubieta, J. K., & DaSilva, A. F. (2014). Real-time sharing and expression of migraine headache suffering on twitter: A cross-sectional infodemiology study. Journal of Medical Internet Research, 16(4), e3265. https://doi.org/10.2196/jmir.3265
Naslund, J. A., Aschbrenner, K. A., Marsch, L. A., & Bartels, S. J. (2016). The future of mental health care: Peer-To-peer support and social media. Epidemiology and Psychiatric Sciences, 25(2), 113–122. https://doi.org/10.1017/S2045796015001067
Naslund, John A., Aschbrenner, K. A., Marsch, L. A., McHugo, G. J., & Bartels, S. J. (2018). Facebook for Supporting a Lifestyle Intervention for People with Major Depressive Disorder, Bipolar Disorder, and Schizophrenia: an Exploratory Study. Psychiatric Quarterly, 89(1), 81–94. https://doi.org/10.1007/s11126-017-9512-0
Naslund, John A., Aschbrenner, K. A., McHugo, G. J., Unützer, J., Marsch, L. A., & Bartels, S. J. (2019). Exploring opportunities to support mental health care using social media: A survey of social media users with mental illness. Early Intervention in Psychiatry, 13(3), 405–413. https://doi.org/10.1111/eip.12496
Negriff, S. (2019). Depressive Symptoms Predict Characteristics of Online Social Networks. Journal of Adolescent Health, 65(1), 101–106. https://doi.org/10.1016/j.jadohealth.2019.01.026
Nelson, L. J., Coyne, S. M., Howard, E., & Clifford, B. N. (2016). Withdrawing to a virtual world: Associations between subtypes of withdrawal, media use, and maladjustment in emerging adults. Developmental Psychology, 52(6), 933–942. https://doi.org/10.1037/dev0000128
Nguyen, T. (2010). Mood patterns and affective lexicon access in weblogs. ACL 2010 - 48th Annual Meeting of the Association for Computational Linguistics, Proceedings of the Conference, 43–48. http://www.livejournal.com/moodlist.bml
Nguyen, T., O’Dea, B., Larsen, M., Phung, D., Venkatesh, S., & Christensen, H. (2015). Differentiating sub-groups of online depression-related communities using textual cues. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 9419, 216–224. https://doi.org/10.1007/978-3-319-26187-4_17
Nguyen, T., Phung, D., Adams, B., & Venkatesh, S. (2012). A sentiment-aware approach to community formation in social media. ICWSM 2012 - Proceedings of the 6th International AAAI Conference on Weblogs and Social Media, 6(1), 527–530. www.aaai.org
Nguyen, T., Phung, D., Adams, B., & Venkatesh, S. (2011). Prediction of age, sentiment, and connectivity from social media text. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 6997 LNCS, 227–240. https://doi.org/10.1007/978-
3-642-24434-6_17
Nguyen, T., Phung, D., Dao, B., Venkatesh, S., & Berk, M. (2014). Affective and content analysis of online depression communities. IEEE Transactions on Affective Computing, 5(3), 217–226. https://doi.org/10.1109/TAFFC.2014.2315623
Nguyen, T., Venkatesh, S., & Phung, D. (2016). Textual cues for online depression in community and personal settings. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 10086 LNAI, 19–34. https://doi.org/10.1007/978-3-319-49586-6_2
Nick, E. A., Cole, D. A., Cho, S. J., Smith, D. K., Carter, T. G., & Zelkowitz, R. L. (2018). The Online Social Support Scale: Measure development and validation. Psychological Assessment, 30(9), 1127–1143. https://doi.org/10.1037/pas0000558
Nisar, T. M., Prabhakar, G., Ilavarasan, P. V., & Baabdullah, A. M. (2019). Facebook usage and mental health: An empirical study of role of non-directional social comparisons in the UK. International Journal of Information Management, 48, 53–62. https://doi.org/10.1016/j.ijinfomgt.2019.01.017
Niu, G. feng, Luo, Y. jun, Sun, X. jun, Zhou, Z. kui, Yu, F., Yang, S. L., & Zhao, L. (2018). Qzone use and depression among Chinese adolescents: A moderated mediation model. Journal of Affective Disorders, 231, 58–62. https://doi.org/10.1016/j.jad.2018.01.013
Notredame, C. E., Morgiève, M., Morel, F., Berrouiguet, S., Azé, J., & Vaiva, G. (2019). Distress, Suicidality, and Affective Disorders at the Time of Social
Networks. In Current Psychiatry Reports (Vol. 21, Issue 10, pp. 1–11). Current Medicine Group LLC 1. https://doi.org/10.1007/s11920-019-1087-z
O’Dea, B., Wan, S., Batterham, P. J., Calear, A. L., Paris, C., & Christensen, H. (2015). Detecting suicidality on twitter. Internet Interventions, 2(2), 183–188.
https://doi.org/10.1016/j.invent.2015.03.005
Odgers, C. L., & Jensen, M. R. (2020). Annual Research Review: Adolescent mental health in the digital age: facts, fears, and future directions. In Journal of Child Psychology and Psychiatry and Allied Disciplines (Vol. 61, Issue 3, pp. 336–348). Blackwell Publishing Ltd. https://doi.org/10.1111/jcpp.13190
Oh, Y. S., & Jung, H. (2020). The Relationships between Depression and Anxiety Disorder and Online Social Media for Healthcare. American Journal of Health Behavior, 44(4), 409–419. https://doi.org/10.5993/AJHB.44.4.4
Ohannessian, C. M. C., Fagle, T., & Salafia, C. (2021). Social media use and internalizing symptoms during early adolescence: The role of co-rumination. Journal of Affective Disorders, 280, 85–88. https://doi.org/10.1016/j.jad.2020.10.079
Ophir, Y., Asterhan, C. S. C., & Schwarz, B. B. (2017). Unfolding the notes from the walls: Adolescents’ depression manifestations on Facebook. Computers in Human Behavior, 72, 96–107. https://doi.org/10.1016/j.chb.2017.02.013
Ophir, Y., Lipshits-Braziler, Y., & Rosenberg, H. (2020). New-Media Screen Time Is Not (Necessarily) Linked to Depression: Comments on Twenge, Joiner, Rogers, and Martin (2018). Clinical Psychological Science, 8(2), 374–378. https://doi.org/10.1177/2167702619849412
Ozimek, P., & Bierhoff, H. W. (2020). All my online-friends are better than me–three studies about ability-based comparative social media use, self-esteem, and depressive tendencies. Behaviour and Information Technology, 39(10), 1110–1123. https://doi.org/10.1080/0144929X.2019.1642385
Pang, H. (2021). Unraveling the influence of passive and active WeChat interactions on upward social comparison and negative psychological consequences among university students. Telematics and Informatics, 57, 101510. https://doi.org/10.1016/j.tele.2020.101510
Panger, G. (2014). Social comparison in social media: A look at facebook and twitter. Conference on Human Factors in Computing Systems - Proceedings, 2095–2100. https://doi.org/10.1145/2559206.2581184
Pantic, I. (2014). Online social networking and mental health. Cyberpsychology, Behavior and Social Networking, 17(10), 652–657. https://doi.org/10.1089/cyber.2014.0070
Park, A., & Conway, M. (2018). Harnessing reddit to understand the written-communication challenges experienced by individuals with mental health disorders: Analysis of texts from mental health communities. Journal of Medical Internet Research, 20(4), e8219. https://doi.org/10.2196/jmir.8219
Park, A., Conway, M., & Chen, A. T. (2018). Examining thematic similarity, difference, and membership in three online mental health communities from reddit: A text mining and visualization approach. Computers in Human Behavior, 78, 98–112. https://doi.org/10.1016/j.chb.2017.09.001
Park, M., McDonald, D. W., & Cha, M. (2013). Perception differences between the depressed and non-depressed users in Twitter. Proceedings of the 7th International Conference on Weblogs and Social Media, ICWSM 2013, 7(1), 476–485. www.aaai.org
Park, Subin, Jeon, H. J., Bae, J. N., Seong, S. J., & Hong, J. P. (2017). Prevalence and psychiatric comorbidities of internet addiction in a nationwide sample of Korean adults. Psychiatry Investigation, 14(6), 879–882. https://doi.org/10.4306/pi.2017.14.6.879
Park, Sungkyu, Lee, S. W., Kwak, J., Cha, M., & Jeong, B. (2013). Activities on Facebook reveal the depressive state of users. Journal of Medical Internet Research, 15(10), e2718. https://doi.org/10.2196/jmir.2718
Pettorruso, M., Valle, S., Cavic, E., Martinotti, G., di Giannantonio, M., & Grant, J. E. (2020). Problematic Internet use (PIU), personality profiles and emotion dysregulation in a cohort of young adults: trajectories from risky behaviors to addiction. Psychiatry Research, 289, 113036. https://doi.org/10.1016/j.psychres.2020.113036
Polskaya, N. A., & Yakubovskaya, D. K. (2019). The impact of social media platforms on self-injurious behavior in adolescents. Counseling Psychology and Psychotherapy, 27(3), 156–174. https://doi.org/10.17759/cpp.2019270310
Primack, B. A., Bisbey, M. A., Shensa, A., Bowman, N. D., Karim, S. A., Knight, J. M., & Sidani, J. E. (2018a). The association between valence of social media experiences and depressive symptoms. Depression and Anxiety, 35(8), 784–794. https://doi.org/10.1002/da.22779
Primack, B. A., Bisbey, M. A., Shensa, A., Bowman, N. D., Karim, S. A., Knight, J. M., & Sidani, J. E. (2018b). The association between valence of social media experiences and depressive symptoms. Depression and Anxiety, 35(8), 784–794. https://doi.org/10.1002/da.22779
Primack, B. A., & Escobar-Viera, C. G. (2017). Social Media as It Interfaces with Psychosocial Development and Mental Illness in Transitional Age Youth. In Child and Adolescent Psychiatric Clinics of North America (Vol. 26, Issue 2, pp. 217–233). W.B. Saunders. https://doi.org/10.1016/j.chc.2016.12.007
Primack, B. A., Shensa, A., Sidani, J. E., Escobar-Viera, C. G., & Fine, M. J. (2021). Temporal Associations Between Social Media Use and Depression. American Journal of Preventive Medicine, 60(2), 179–188. https://doi.org/10.1016/j.amepre.2020.09.014
Puukko, K., Hietajärvi, L., Maksniemi, E., Alho, K., & Salmela-Aro, K. (2020). Social media use and depressive symptoms—a longitudinal study from early to late adolescence. International Journal of Environmental Research and Public Health, 17(16), 1–18. https://doi.org/10.3390/ijerph17165921
Radovic, A., Gmelin, T., Stein, B. D., & Miller, E. (2017). Depressed adolescents’ positive and negative use of social media. Journal of Adolescence, 55, 5–15. https://doi.org/10.1016/j.adolescence.2016.12.002
Rantasila, A. (2020). Managing unpleasant moods: Affective discipline in Facebook discussions. European Journal of Cultural Studies, 136754942097321. https://doi.org/10.1177/1367549420973217
Raudsepp, L., & Kais, K. (2019). Longitudinal associations between problematic social media use and depressive symptoms in adolescent girls. Preventive Medicine Reports, 15, 100925. https://doi.org/10.1016/j.pmedr.2019.100925
Reavley, N. J., & Pilkington, P. D. (2014). Use of Twitter to monitor attitudes toward depression and schizophrenia: An exploratory study. PeerJ, 2014(1), e647. https://doi.org/10.7717/peerj.647
Reece, A. G., Reagan, A. J., Lix, K. L. M., Dodds, P. S., Danforth, C. M., & Langer, E. J. (2017). Forecasting the onset and course of mental illness with Twitter data. Scientific Reports, 7(1), 1–11. https://doi.org/10.1038/s41598-017-12961-9
Reer, F., Tang, W. Y., & Quandt, T. (2019). Psychosocial well-being and social media engagement: The mediating roles of social comparison orientation and fear of missing out. New Media and Society, 21(7), 1486–1505. https://doi.org/10.1177/1461444818823719
Reinecke, L., Aufenanger, S., Beutel, M. E., Dreier, M., Quiring, O., Stark, B., Wölfling, K., & Müller, K. W. (2017). Digital Stress over the Life Span: The Effects of Communication Load and Internet Multitasking on Perceived Stress and Psychological Health Impairments in a German Probability Sample. Media Psychology, 20(1), 90–115. https://doi.org/10.1080/15213269.2015.1121832
Reyes-Portillo, J. A., Mufson, L., Greenhill, L. L., Gould, M. S., Fisher, P. W., Tarlow, N., & Rynn, M. A. (2014). Web-based interventions for youth internalizing problems: A systematic review. In Journal of the American Academy of Child and Adolescent Psychiatry (Vol. 53, Issue 12, pp. 1254-1270.e5). Elsevier Inc. https://doi.org/10.1016/j.jaac.2014.09.005
Rice, S., O’Bree, B., Wilson, M., McEnery, C., Lim, M. H., Hamilton, M., Gleeson, J., Bendall, S., D’Alfonso, S., Russon, P., Valentine, L., Cagliarini, D., Howell, S.,
Miles, C., Pearson, M., Nicholls, L., Garland, N., Mullen, E., McGorry, P. D., & Alvarez-Jimenez, M. (2020). Leveraging the social network for treatment of social anxiety: Pilot study of a youth-specific digital intervention with a focus on engagement of young men. Internet Interventions, 20, 100323. https://doi.org/10.1016/j.invent.2020.100323
Robinson, A., Bonnette, A., Howard, K., Ceballos, N., Dailey, S., Lu, Y., & Grimes, T. (2019). Social comparisons, social media addiction, and social interaction: An examination of specific social media behaviors related to major depressive disorder in a millennial population. Journal of Applied Biobehavioral Research, 24(1), e12158. https://doi.org/10.1111/jabr.12158
Robinson, J., Cox, G., Bailey, E., Hetrick, S., Rodrigues, M., Fisher, S., & Herrman, H. (2016). Social media and suicide prevention: A systematic review. Early Intervention in Psychiatry, 10(2), 103–121. https://doi.org/10.1111/eip.12229
Rosenthal, S. R., Buka, S. L., Marshall, B. D. L., Carey, K. B., & Clark, M. A. (2016). Negative Experiences on Facebook and Depressive Symptoms Among Young Adults. Journal of Adolescent Health, 59(5), 510–516. https://doi.org/10.1016/j.jadohealth.2016.06.023
Rosenthal-von der Pütten, A. M., Hastall, M. R., Köcher, S., Meske, C., Heinrich, T., Labrenz, F., & Ocklenburg, S. (2019). “Likes” as social rewards: Their role in online social comparison and decisions to like other People’s selfies. Computers in Human Behavior, 92, 76–86. https://doi.org/10.1016/j.chb.2018.10.017
Roshanaei, M., Tran, C., Morelli, S., Caragea, C., & Zheleva, E. (2019). Paths to empathy: Heterogeneous effects of reading personal stories online. Proceedings - 2019 IEEE International Conference on Data Science and Advanced Analytics, DSAA 2019, 570–579. https://doi.org/10.1109/DSAA.2019.00072
Rupert, D. J., Moultrie, R. R., Read, J. G., Amoozegar, J. B., Bornkessel, A. S., O’Donoghue, A. C., & Sullivan, H. W. (2014). Perceived healthcare provider reactions to patient and caregiver use of online health communities. Patient Education and Counseling, 96(3), 320–326. https://doi.org/10.1016/j.pec.2014.05.015
Sadagheyani, H. E., & Tatari, F. (2020). Investigating the role of social media on mental health. In Mental Health and Social Inclusion (Vol. 25, Issue 1, pp. 41–51). Emerald Group Holdings Ltd. https://doi.org/10.1108/MHSI-06-2020-0039
Saha, A., & Agarwal, N. (2016). Modeling social support in autism community on social media. Network Modeling Analysis in Health Informatics and Bioinformatics, 5(1), 1–14. https://doi.org/10.1007/s13721-016-0115-8
Saha, B., Nguyen, T., Phung, D., & Venkatesh, S. (2016). A Framework for Classifying Online Mental Health-Related Communities with an Interest in Depression. IEEE Journal of Biomedical and Health Informatics, 20(4), 1008–1015. https://doi.org/10.1109/JBHI.2016.2543741
Salmela-Aro, K., Upadyaya, K., Hakkarainen, K., Lonka, K., & Alho, K. (2017). The Dark Side of Internet Use: Two Longitudinal Studies of Excessive Internet Use, Depressive Symptoms, School Burnout and Engagement Among Finnish Early and Late Adolescents. Journal of Youth and Adolescence, 46(2), 343–357. https://doi.org/10.1007/s10964-016-0494-2
Sannon, S., Choi, Y. H., Taft, J. G., & Bazarova, N. N. (2017). What comments did i get? How post and comment characteristics predict interaction satisfaction on facebook. Proceedings of the 11th International Conference on Web and Social Media, ICWSM 2017, 11(1), 664–667. www.aaai.org
Sareen, J., Isaak, C., Katz, L. Y., Bolton, J., Enns, M. W., & Stein, M. B. (2014). Promising strategies for advancement in knowledge of suicide risk factors and prevention. American Journal of Preventive Medicine, 47(3 SUPPL. 2), S257–S263. https://doi.org/10.1016/j.amepre.2014.05.041
Sasso, M. P., Giovanetti, A. K., Schied, A. L., Burke, H. H., & Haeffel, G. J. (2019). #Sad: Twitter Content Predicts Changes in Cognitive Vulnerability and Depressive Symptoms. Cognitive Therapy and Research, 43(4), 657–665. https://doi.org/10.1007/s10608-019-10001-6
Scherr, S., Toma, C. L., & Schuster, B. (2019). Depression as a Predictor of Facebook Surveillance and Envy: Longitudinal Evidence from a Cross-Lagged Panel Study in Germany. Journal of Media Psychology, 31(4), 196–202. https://doi.org/10.1027/1864-1105/a000247
Schønning, V., Hjetland, G. J., Aarø, L. E., & Skogen, J. C. (2020). Social Media Use and Mental Health and Well-Being Among Adolescents – A Scoping Review. In Frontiers in Psychology (Vol. 11, p. 1949). Frontiers Media S.A. https://doi.org/10.3389/fpsyg.2020.01949
Scott, D. A., Valley, B., & Simecka, B. A. (2017). Mental Health Concerns in the Digital Age. International Journal of Mental Health and Addiction, 15(3), 604–613. https://doi.org/10.1007/s11469-016-9684-0
Seko, Y., & Lewis, S. P. (2018). The self—harmed, visualized, and reblogged: Remaking of self-injury narratives on Tumblr. New Media and Society, 20(1), 180–198. https://doi.org/10.1177/1461444816660783
Seligman, M. E. P., Steen, T. A., Park, N., & Peterson, C. (2005). Positive psychology progress: empirical validation of interventions. The American Psychologist, 60(5), 410–421. https://doi.org/10.1037/0003-066X.60.5.410
Setoyama, Y., Yamazaki, Y., & Namayama, K. (2011). Benefits of peer support in online Japanese breast cancer communities: differences between lurkers and posters. Journal of Medical Internet Research, 13(4), e1696. https://doi.org/10.2196/jmir.1696
Shafi, R. M. A., Nakonezny, P. A., Miller, K. A., Desai, J., Almorsy, A. G., Ligezka, A. N., Morath, B. A., Romanowicz, M., & Croarkin, P. E. (2021). Altered markers of stress in depressed adolescents after acute social media use. Journal of Psychiatric Research, 136, 149–156. https://doi.org/10.1016/j.jpsychires.2021.01.055
Shakir, T., Bhandari, N., Andrews, A., Zmitrovich, A., McCracken, C., Gadomski, J., Morris, C. R., & Jain, S. (2019). Do Our Adolescents Know They Are Cyberbullying Victims? Journal of Infant, Child, and Adolescent Psychotherapy, 18(1), 93–101. https://doi.org/10.1080/15289168.2018.1565004
Sharma, M. K., John, N., & Sahu, M. (2020). Influence of social media on mental health: a systematic review. Current Opinion in Psychiatry, 33(5), 467–475. https://doi.org/10.1097/YCO.0000000000000631
Shen, Q. (2015). Live Online Suicide Raises Concerns in China.
Shensa, A., Escobar-Viera, C. G., Sidani, J. E., Bowman, N. D., Marshal, M. P., & Primack, B. A. (2017). Problematic social media use and depressive symptoms among U.S. young adults: A nationally-representative study. Social Science and Medicine, 182, 150–157. https://doi.org/10.1016/j.socscimed.2017.03.061
Shensa, A., Sidani, J. E., Dew, M. A., Escobar-Viera, C. G., & Primack, B. A. (2018). Social media use and depression and anxiety symptoms: A cluster analysis. American Journal of Health Behavior, 42(2), 116–128. https://doi.org/10.5993/AJHB.42.2.11
Shensa, A., Sidani, J. E., Escobar-Viera, C. G., Chu, K. H., Bowman, N. D., Knight, J. M., & Primack, B. A. (2018). Real-life closeness of social media contacts and depressive symptoms among university students. Journal of American College Health, 66(8), 747–753. https://doi.org/10.1080/07448481.2018.1440575
Shensa, A., Sidani, J. E., Escobar-Viera, C. G., Switzer, G. E., Primack, B. A., & Choukas-Bradley, S. (2020). Emotional support from social media and face-to-face relationships: Associations with depression risk among young adults. Journal of Affective Disorders, 260, 38–44. https://doi.org/10.1016/j.jad.2019.08.092
Simone, M., Geiser, C., & Lockhart, G. (2019). The importance of face-to-face contact and reciprocal relationships and their associations with depressive symptoms and life satisfaction. Quality of Life Research, 28(11), 2909–2917. https://doi.org/10.1007/s11136-019-02232-7
Smith, R., Morgan, J., & Monks, C. (2017). Students’ perceptions of the effect of social media ostracism on wellbeing. Computers in Human Behavior, 68, 276–285. https://doi.org/10.1016/j.chb.2016.11.041
Spineli Silva, B. C., Aparecida De Ávila, A., da Silva Rocha, G., Pires Nunes, D., della Lucia, F., & Pereira De Brito, T. R. (2020). The impact of the use of FacebookTM on social support networks and symptoms of depression reported by the elderly. In International Psychogeriatrics (Vol. 32, Issue 3, pp. 407–408). Cambridge University Press. https://doi.org/10.1017/S1041610219000735
Stănculescu, E. (2020). Does active social media use improve subjective well-being? – a mediation model. ELearning and Software for Education Conference, 1(8), 259–266. https://doi.org/10.12753/2066-026X-20-033
Stockdale, L. A., & Coyne, S. M. (2020). Bored and online: Reasons for using social media, problematic social networking site use, and behavioral outcomes across the transition from adolescence to emerging adulthood. Journal of Adolescence, 79, 173–183. https://doi.org/10.1016/j.adolescence.2020.01.010
Sujarwoto, S., Tampubolon, G., & Pierewan, A. C. (2019). A Tool to Help or Harm? Online Social Media Use and Adult Mental Health in Indonesia. International Journal of Mental Health and Addiction, 17(4), 1076–1093. https://doi.org/10.1007/s11469-019-00069-2
Supovitz, Jonathan. A., Kolouch, Christian., & Daly, Alan. J. (2020). The social psychology of homophily: The collective sentiments of education advocacy groups. Teachers College Record, 122(6), 49–66. https://eric.ed.gov/?id=EJ1271691
Szlyk, H., Deng, J., Xu, C., Krauss, M. J., & Cavazos-Rehg, P. A. (2020). Leveraging social media to explore the barriers to treatment among individuals with depressive symptoms. Depression and Anxiety, 37(5), 458–465. https://doi.org/10.1002/da.22990
Taiwo, Z., Bezdek, M., Mirabito, G., & Light, S. N. (2021). Empathy for joy recruits a broader prefrontal network than empathy for sadness and is predicted by executive functioning. Neuropsychology, 35(1), 90–102. https://doi.org/10.1037/neu0000666
Tandoc, E. C., Ferrucci, P., & Duffy, M. (2015). Facebook use, envy, and depression among college students: Is facebooking depressing? Computers in Human Behavior, 43, 139–146. https://doi.org/10.1016/j.chb.2014.10.053
Tao, L., & Jacobs, L. (2019). “Inbox me, please”: Analysing comments on anonymous Facebook posts about depression and suicide. Journal of Psychology in Africa, 29(5), 491–498. https://doi.org/10.1080/14330237.2019.1665903
Thorisdottir, I. E., Sigurvinsdottir, R., Asgeirsdottir, B. B., Allegrante, J. P., & Sigfusdottir, I. D. (2019). Active and Passive Social Media Use and Symptoms of Anxiety and Depressed Mood among Icelandic Adolescents. Cyberpsychology, Behavior, and Social Networking, 22(8), 535–542. https://doi.org/10.1089/cyber.2019.0079
Tran, T. B., Uebelacker, L., Wenze, S. J., Collins, C., & Broughton, M. K. (2015). Adaptive and maladaptive means of using Facebook: A qualitative pilot study to inform suggestions for development of a future intervention for depression. Journal of Psychiatric Practice, 21(6), 458–473. https://doi.org/10.1097/PRA.0000000000000109
Tung, C., & Lu, W. (2016). Analyzing depression tendency of web posts using an event-driven depression tendency warning model. Artificial Intelligence in Medicine, 66, 53–62. https://doi.org/10.1016/j.artmed.2015.10.003
Turel, O., Poppa, N. T., & Gil-Or, O. (2018). Neuroticism Magnifies the Detrimental Association between Social Media Addiction Symptoms and Wellbeing in Women, but Not in Men: a three-Way Moderation Model. Psychiatric Quarterly, 89(3), 605–619. https://doi.org/10.1007/s11126-018-9563-x
Twenge, J. M. (2019). More Time on Technology, Less Happiness? Associations Between Digital-Media Use and Psychological Well-Being. Current Directions in Psychological Science, 28(4), 372–379. https://doi.org/10.1177/0963721419838244
Twenge, J. M., & Campbell, W. K. (2019). Media Use Is Linked to Lower Psychological Well-Being: Evidence from Three Datasets. Psychiatric Quarterly, 90(2), 311–331. https://doi.org/10.1007/s11126-019-09630-7
Twenge, J. M., Joiner, T. E., Rogers, M. L., & Martin, G. N. (2018). Increases in Depressive Symptoms, Suicide-Related Outcomes, and Suicide Rates Among U.S. Adolescents After 2010 and Links to Increased New Media Screen Time. Clinical Psychological Science, 6(1), 3–17. https://doi.org/10.1177/2167702617723376
Twomey, C., & O’Reilly, G. (2017). Associations of Self-Presentation on Facebook with Mental Health and Personality Variables: A Systematic Review. Cyberpsychology, Behavior, and Social Networking, 20(10), 587–595. https://doi.org/10.1089/cyber.2017.0247
van Zalk, M. H. W., Branje, S. J. T., Denissen, J., van Aken, M. A. G., & Meeus, W. H. J. (2011). Who benefits from chatting, and why?: The roles of extraversion and supportiveness in online chatting and emotional adjustment. Personality and Social Psychology Bulletin, 37(9), 1202–1215. https://doi.org/10.1177/0146167211409053
Veretilo, P., & Billick, S. B. (2012). Psychiatric illness and facebook: A case report. Psychiatric Quarterly, 83(3), 385–389. https://doi.org/10.1007/s11126-012-9207-5
Villani, D., Florio, E., Sorgente, A., Castelli, I., Riva, G., Marchetti, A., & Massaro, D. (2019). Adolescents’ Beliefs about Peers’ Engagement in an Online Self-Harm Challenge: Exploring the Role of Individual Characteristics through a Latent Class Analysis. Cyberpsychology, Behavior, and Social Networking, 22(11), 684–691. https://doi.org/10.1089/cyber.2019.0002
Wang, T., & Bashir, M. (2021). A Study of Social Media Behaviors and Mental Health Wellbeing from a Privacy Perspective. Advances in Intelligent Systems and Computing, 1213 AISC, 137–144. https://doi.org/10.1007/978-3-030-51328-3_20
Wang, W., Wang, M., Hu, Q., Wang, P., Lei, L., & Jiang, S. (2020). Upward social comparison on mobile social media and depression: The mediating role of envy and the moderating role of marital quality. Journal of Affective Disorders, 270, 143–149. https://doi.org/10.1016/j.jad.2020.03.173
Wang, Zheng, Yu, G., Tian, X., Tang, J., & Yan, X. (2018). A Study of Users with Suicidal Ideation on Sina Weibo. Telemedicine and E-Health, 24(9), 702–709. https://doi.org/10.1089/tmj.2017.0189
Wang, Zixuan, Wang, H., Zhang, Y., & Chen, R. (2019). Can people’s depression level affect how they respond to related information?: Information relevance as a mediator. Proceedings - 2019 4th International Conference on Communication and Information Systems, ICCIS 2019, 158–163.
https://doi.org/10.1109/ICCIS49662.2019.00035
Webster, D., Dunne, L., & Hunter, R. (2021). Association Between Social Networks and Subjective Well-Being in Adolescents: A Systematic Review. In Youth and Society (Vol. 53, Issue 2, pp. 175–210). SAGE Publications Inc. https://doi.org/10.1177/0044118X20919589
Weidman, A. C., Fernandez, K. C., Levinson, C. A., Augustine, A. A., Larsen, R. J., & Rodebaugh, T. L. (2012). Compensatory internet use among individuals higher in social anxiety and its implications for well-being. Personality and Individual Differences, 53(3), 191–195. https://doi.org/10.1016/j.paid.2012.03.003
Weinstein, E. (2017). Adolescents’ differential responses to social media browsing: Exploring causes and consequences for intervention. Computers in Human Behavior, 76, 396–405. https://doi.org/10.1016/j.chb.2017.07.038
Williams, K. D. (2007). Ostracism: The Kiss of Social Death. Social and Personality Psychology Compass, 1(1), 236–247. https://doi.org/10.1111/j.1751-9004.2007.00004.x
Williams, K. D. (2009). Ostracism: Effects of being excluded and ignored. Advances in Experimental Social Psychology, 41, 275–314.
Wilson, M. L., Ali, S., & Valstar, M. F. (2014). Finding information about mental health in microblogging platforms: A case study of depression. Proceedings of the 5th Information Interaction in Context Symposium, IIiX 2014, 8–17. https://doi.org/10.1145/2637002.2637006
Winter, R., & Lavis, A. (2020). Narrative Matters: Two decades of support: a brief history of online self-harm content. Child and Adolescent Mental Health, 25(2), 117–119. https://doi.org/10.1111/camh.12356
Wittenberg-Lyles, E., Washington, K., Oliver, D. P., Shaunfield, S., Gage, L. A., Mooney, M., & Lewis, A. (2015). It is the “starting over” part that is so hard: Using an online group to support hospice bereavement. Palliative and Supportive Care, 13(2), 351–357. https://doi.org/10.1017/S1478951513001235
Wolf, W., Levordashka, A., Ruff, J. R., Kraaijeveld, S., Lueckmann, J. M., & Williams, K. D. (2015). Ostracism Online: A social media ostracism paradigm. Behavior Research Methods, 47(2), 361–373. https://doi.org/10.3758/s13428-014-0475-x
Wolfers, L. N., & Schneider, F. M. (2020). Using Media for Coping: A Scoping Review. In Communication Research (p. 009365022093977). SAGE Publications Inc. https://doi.org/10.1177/0093650220939778
Wright, E. J., White, K. M., & Obst, P. L. (2018). Facebook False Self-Presentation Behaviors and Negative Mental Health. Cyberpsychology, Behavior, and Social Networking, 21(1), 40–49. https://doi.org/10.1089/cyber.2016.0647
Wu, H. Y., & Chiou, A. F. (2020). Social media usage, social support, intergenerational relationships, and depressive symptoms among older adults. Geriatric Nursing, 41(5), 615–621. https://doi.org/10.1016/j.gerinurse.2020.03.016
Xiong, X., Li, Y., Qiao, S., Han, N., Wu, Y., Peng, J., & Li, B. (2018). An emotional contagion model for heterogeneous social media with multiple behaviors. Physica A: Statistical Mechanics and Its Applications, 490, 185–202. https://doi.org/10.1016/j.physa.2017.08.025
Xu, R., & Zhang, Q. (2016a). Understanding online health groups for depression: Social network and linguistic perspectives. In Journal of Medical Internet Research (Vol. 18, Issue 3, p. e5042). JMIR Publications Inc. https://doi.org/10.2196/jmir.5042
Xu, R., & Zhang, Q. (2016b). Social dynamics of the online health communities for mental health. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 9545, 267–277. https://doi.org/10.1007/978-3-319-29175-8_25
Yang, W., & Mu, L. (2015). GIS analysis of depression among Twitter users. Applied Geography, 60, 217–223. https://doi.org/10.1016/j.apgeog.2014.10.016
Yao, X., Yu, G., Tian, X., & Tang, J. (2020). Patterns and Longitudinal Changes in Negative Emotions of People with Depression on Sina Weibo. Telemedicine and E-Health, 26(6), 734–743. https://doi.org/10.1089/tmj.2019.0108
Yoon, S., Kleinman, M., Mertz, J., & Brannick, M. (2019). Is social network site usage related to depression? A meta-analysis of Facebook–depression relations. In Journal of Affective Disorders (Vol. 248, pp. 65–72). Elsevier B.V. https://doi.org/10.1016/j.jad.2019.01.026
Youssef, L., Hallit, R., Kheir, N., Obeid, S., & Hallit, S. (2020). Social media use disorder and loneliness: Any association between the two? Results of a cross-sectional study among Lebanese adults. BMC Psychology, 8(1). https://doi.org/10.1186/s40359-020-00421-5
Yu, S. C., Sheldon, K. M., Lan, W. P., & Chen, J. H. (2020). Using social network sites to boost savoring: Positive effects on positive emotions. International Journal of Environmental Research and Public Health, 17(17), 1–11. https://doi.org/10.3390/ijerph17176407
Yuen, E. K., Koterba, E. A., Stasio, M. J., Patrick, R. B., Gangi, C., Ash, P., Barakat, K., Greene, V., Hamilton, W., & Mansour, B. (2019). The effects of Facebook on mood in emerging adults. Psychology of Popular Media Culture, 8(3), 198–206. https://doi.org/10.1037/ppm0000178
Zhang, A., & Rau, P.-L. P. (2021). A Review and Reappraisal of Social Media Misuse: Measurements, Consequences, and Predictors. International Journal of Human–Computer Interaction, 37(1), 1–14. https://doi.org/10.1080/10447318.2020.1807281
Zhou, M., Li, F., Wang, Y., Chen, S., & Wang, K. (2020). Compensatory social networking site use, family support, and depression among college freshman: Three-wave panel study. Journal of Medical Internet Research, 22(9), e18458. https://doi.org/10.2196/18458
Zou, M. L., Li, M. X., & Cho, V. (2020). Depression and disclosure behavior via social media: A study of university students in China. Heliyon, 6(2), e03368. https://doi.org/10.1016/j.heliyon.2020.e03368