Carr CT, Hayes RA. Social media: defining, developing, and divining. Atl J Commun. 2015;23(1):46–65. https://doi.org/10.1080/15456870.2015.972282.

Article  Google Scholar 

DataReportal. Global social media statistics 2022. https://datareportal.com/social-media-users. Accessed 30 Oct 2022.

Geirdal AO, Ruffolo M, Leung J, Thygesen H, Price D, Bonsaksen T, et al. Mental health, quality of life, wellbeing, loneliness and use of social media in a time of social distancing during the COVID-19 outbreak: a cross-country comparative study. J Ment Health. 2021;30(2):148–55. https://doi.org/10.1080/09638237.2021.1875413.

Article  PubMed  Google Scholar 

Drahošová M, Balco P. The analysis of advantages and disadvantages of use of social media in European Union. Procedia Comput Sci. 2017;109:1005–9. https://doi.org/10.1016/j.procs.2017.05.446.

Article  Google Scholar 

Huang P-C, Chen J-S, Potenza MN, Griffiths MD, Pakpour AH, Chen J-K, et al. Temporal associations between physical activity and problematic use of the Internet and smartphone: a six-month longitudinal study. J Behav Addict. 2022;11(4):1055–67. https://doi.org/10.1556/2006.2022.00084.

Article  PubMed  PubMed Central  Google Scholar 

Sumen A, Evgin D. Social media addiction in high school students: a cross-sectional study examining its relationship with sleep quality and psychological problems. Child Indic Res. 2021;14(6):2265–83. https://doi.org/10.1007/s12187-021-09838-9.

Article  PubMed  PubMed Central  Google Scholar 

Sofiany IR, Setyawati MI. Portrait of the sedentary lifestyle among students from public health school. Muhammadiyah J Epidemiol. 2021;1(1):65–72.

Google Scholar 

Valkenburg PM, Meier A, Beyens I. Social media use and its impact on adolescent mental health: an umbrella review of the evidence. Curr Opin Psychol. 2022;44:58–68. https://doi.org/10.1016/j.copsyc.2021.08.017.

Article  PubMed  Google Scholar 

Leyrer-Jackson JM, Wilson AK. The associations between social-media use and academic performance among undergraduate students in biology. J Biol Educ. 2018;52(2):221–30. https://doi.org/10.1080/00219266.2017.1307246.

Article  Google Scholar 

Aichner T, Grunfelder M, Maurer O, Jegeni D. Twenty-five years of social media: a Review of social media applications and definitions from 1994 to 2019. Cyberpsychol Behav Soc Netw. 2021;24(4):215–22. https://doi.org/10.1089/cyber.2020.0134.

Article  PubMed  PubMed Central  Google Scholar 

Santos MLBD. The “so-called” UGC: an updated definition of user-generated content in the age of social media. Online Inf Rev. 2021;46(1):95–113. https://doi.org/10.1108/OIR-06-2020-0258.

Article  Google Scholar 

Montag C, Wegmann E, Sariyska R, Demetrovics Z, Brand M. How to overcome taxonomical problems in the study of Internet use disorders and what to do with “smartphone addiction”? J Behav Addict. 2021;9(4):908–14. https://doi.org/10.1556/2006.8.2019.59.

Article  PubMed  PubMed Central  Google Scholar 

Andreassen CS, Pallesen S. Social network site addiction: an overview. Curr Pharm Des. 2014;20(25):4053–61. https://doi.org/10.2174/13816128113199990616.

Article  PubMed  Google Scholar 

Shensa A, Escobar-Viera CG, Sidani JE, Bowman ND, Marshal MP, Primack BA. Problematic social media use and depressive symptoms among U.S young adults: a nationally-representative study. Soc Sci Med. 2017;182:150–7. https://doi.org/10.1016/j.socscimed.2017.03.061.

Article  PubMed  PubMed Central  Google Scholar 

Duradoni M, Innocenti F, Guazzini A. Well-being and social media: a systematic review of Bergen addiction scales. Fut Internet. 2020;12(2):24. https://doi.org/10.3390/fi12020024.

Article  Google Scholar 

Sampasa-Kanyinga H, Lewis RF. Frequent use of social networking sites Is associated with poor psychological functioning among children and adolescents. Cyberpsychol Behav Soc Netw. 2015;18(7):380–5. https://doi.org/10.1089/cyber.2015.0055.

Article  PubMed  Google Scholar 

Pontes HM, Taylor M, Stavropoulos V. Beyond, “Facebook addiction": the role of cognitive-related factors and psychiatric distress in social networking site addiction. Cyberpsychol Behav Soc Netw. 2018;21(4):240–7. https://doi.org/10.1089/cyber.2017.0609.

Article  PubMed  Google Scholar 

Brailovskaia J, Margraf J. Facebook addiction disorder (FAD) among German students: a longitudinal approach. PLoS ONE. 2017;12(12):e0189719. https://doi.org/10.1371/journal.pone.0189719.

Article  PubMed  PubMed Central  Google Scholar 

Brailovskaia J, Rohmann E, Bierhoff HW, Margraf J, Kollner V. Relationships between addictive Facebook use, depressiveness, insomnia, and positive mental health in an inpatient sample: a German longitudinal study. J Behav Addict. 2019;8(4):703–13. https://doi.org/10.1556/2006.8.2019.63.

Article  PubMed  PubMed Central  Google Scholar 

Brailovskaia J, Teismann T, Margraf J. Positive mental health mediates the relationship between Facebook addiction disorder and ssuicide-related outcomes: a longitudinal approach. Cyberpsychol Behav Soc Netw. 2020;23(5):346–50. https://doi.org/10.1089/cyber.2019.0563.

Article  PubMed  Google Scholar 

Wegmann E, Stodt B, Brand M. Addictive use of social networking sites can be explained by the interaction of Internet use expectancies, Internet literacy, and psychopathological symptoms. J Behav Addict. 2015;4(3):155–62. https://doi.org/10.1556/2006.4.2015.021.

Article  PubMed  PubMed Central  Google Scholar 

Moreno MA, Jelenchick LA, Koff R, Eickhoff JC, Goniu N, Davis A, et al. Associations between internet use and fitness among college students: an experience sampling approach. J Interaction Sci. 2013;1(1):1–8. https://doi.org/10.1186/2194-0827-1-4.

Article  Google Scholar 

Steers M-LN, Wickham RE, Acitelli LK. Seeing everyone else’s highlight reels: How Facebook usage is linked to depressive symptoms. J Soc Clin Psychol. 2014;33(8):701. https://doi.org/10.1521/jscp.2014.33.8.701.

Article  Google Scholar 

Chou WP, Yen CF, Liu TL. Predicting effects of psychological inflexibility/experiential avoidance and stress coping strategies for internet addiction, significant depression, and suicidality in college students: a prospective study. Int J Environ Res Public Health. 2018;15(4):788. https://doi.org/10.3390/ijerph15040788.

Article  PubMed  PubMed Central  Google Scholar 

Azad N, Shahid A, Abbas N, Shaheen A, Munir N. Anxiety and depression in medical students of a private medical college. J Ayub Med Coll Abbottabad. 2017;29(1):123–7.

PubMed  Google Scholar 

Cookson C, Luzon O, Newland J, Kingston J. Examining the role of cognitive fusion and experiential avoidance in predicting anxiety and depression. Psychol Psychother. 2020;93(3):456–73. https://doi.org/10.1111/papt.12233.

Article  PubMed  Google Scholar 

Pettorruso M, Valle S, Cavic E, Martinotti G, di Giannantonio M, Grant JE. Problematic Internet use (PIU), personality profiles and emotion dysregulation in a cohort of young adults: trajectories from risky behaviors to addiction. Psychiatry Res. 2020;289:113036. https://doi.org/10.1016/j.psychres.2020.113036.

Article  PubMed  Google Scholar 

da Silva Júnior AE, de Lima Macena M, de Oliveira ADS, Praxedes DRS, de Oliveira Maranhão Pureza IR, de Menezes Toledo Florêncio TM, et al. Prevalence of food addiction and its association with anxiety, depression, and adherence to social distancing measures in Brazilian university students during the COVID-19 pandemic: a nationwide study. Eat Weight Disord-St. 2022. https://doi.org/10.1002/erv.2728.

Article  Google Scholar 

Burrows T, Kay-Lambkin F, Pursey K, Skinner J, Dayas C. Food addiction and associations with mental health symptoms: a systematic review with meta-analysis. J Hum Nutr Diet. 2018;31(4):544–72. https://doi.org/10.1111/jhn.12532.

Article  PubMed  Google Scholar 

Torres SJ, Nowson CA. Relationship between stress, eating behavior, and obesity. Nutrition. 2007;23(11–12):887–94. https://doi.org/10.1016/j.nut.2007.08.008.

Article  PubMed  Google Scholar 

Wiss D, Brewerton T. Separating the signal from the noise: How psychiatric diagnoses can help discern food addiction from dietary restraint. Nutrition. 2020;12(10):2937. https://doi.org/10.3390/nu12102937.

Article  Google Scholar 

DataReportal. Digital 2022: Taiwan 2022 https://datareportal.com/reports/digital-2022-taiwan. Accessed 30 Oct 2022.

Berte DZ, Mahamid FA, Affouneh S. Internet addiction and perceived self-efficacy among university students. Int J Ment Health Addict. 2021;19(1):162–76. https://doi.org/10.1007/s11469-019-00160-8.

Article  Google Scholar 

Frangos CC, Frangos CC, Sotiropoulos I. Problematic Internet use among Greek university students: an ordinal logistic regression with risk factors of negative psychological beliefs, pornographic sites, and online games. Cyberpsychol Behav Soc Netw. 2011;14(1–2):51–8. https://doi.org/10.1089/cyber.2009.0306.

Article  PubMed  Google Scholar 

Abbasi IS. Social media addiction in romantic relationships: Does user’s age influence vulnerability to social media infidelity? Pers Individ Differ. 2019;139:277–80. https://doi.org/10.1016/j.paid.2018.10.038.

Article  Google Scholar 

Defining Adult Overweight & Obesity. https://www.cdc.gov/obesity/basics/adult-defining.html. Accessed 22 Feb 2023.

Andreassen CS, Pallesen S, Griffiths MD. The relationship between addictive use of social media, narcissism, and self-esteem: findings from a large national survey. Addict Behav. 2017;64:287–93. https://doi.org/10.1016/j.addbeh.2016.03.006.

Article  PubMed  Google Scholar 

Yam CW, Pakpour AH, Griffiths MD, Yau WY, Lo CLM, Ng JMT, et al. Psychometric testing of three Chinese online-related addictive behavior instruments among Hong Kong university students. Psychiatr Q. 2019;90(1):117–28. https://doi.org/10.1007/s11126-018-9610-7.

Article  PubMed  Google Scholar 

Clark LA, Watson D. Tripartite model of anxiety and depression: psychometric evidence and taxonomic implications. J Abnorm Psychol. 1991;100(3):316–36. https://doi.org/10.1037//0021-843x.100.3.316.

Article  PubMed  Google Scholar 

Lovibond PF, Lovibond SH. The structure of negative emotional states: comparison of the Depression Anxiety Stress Scales (DASS) with the Beck Depression and Anxiety Inventories. Behav Res Ther. 1995;33(3):335–43. https://doi.org/10.1016/0005-7967(94)00075-u.

Article  PubMed  Google Scholar 

Jiang LC, Yan YJ, Jin ZS, Hu ML, Wang L, Song Y, et al. The depression anxiety stress Scale-21 in Chinese hospital workers: reliability, latent structure, and measurement invariance across genders. Front Psychol. 2020;11:247. https://doi.org/10.3389/fpsyg.2020.00247.

Article  PubMed  PubMed Central  Google Scholar 

Gearhardt AN, Corbin WR, Brownell KD. Development of the Yale Food Addiction Scale version 2.0. Psychol Addict Behav. 2016;30(1):113–21. https://doi.org/10.1037/adb0000136.

Article