{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,23]],"date-time":"2026-10-23T10:52:36Z","timestamp":1792752756641,"version":"4.5.0"},"reference-count":49,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T00:00:00Z","timestamp":1751328000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T00:00:00Z","timestamp":1751328000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T00:00:00Z","timestamp":1751328000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T00:00:00Z","timestamp":1751328000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T00:00:00Z","timestamp":1751328000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T00:00:00Z","timestamp":1751328000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T00:00:00Z","timestamp":1751328000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"funder":[{"DOI":"10.13039\/501100001681","name":"Abdus Salam International Centre for Theoretical Physics","doi-asserted-by":"publisher","award":["2023-2028"],"award-info":[{"award-number":["2023-2028"]}],"id":[{"id":"10.13039\/501100001681","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Mathematical Biosciences"],"published-print":{"date-parts":[[2025,7]]},"DOI":"10.1016\/j.mbs.2025.109451","type":"journal-article","created":{"date-parts":[[2025,5,6]],"date-time":"2025-05-06T06:41:53Z","timestamp":1746513713000},"page":"109451","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":2,"special_numbering":"C","title":["Sustainability &amp; social segmentation in social media contagion: A mathematical and computational study on dual effects of individual needs &amp; peer influence"],"prefix":"10.1016","volume":"385","author":[{"given":"Dibyajyoti","family":"Mallick","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Priya","family":"Chakraborty","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5081-6583","authenticated-orcid":false,"given":"Sayantari","family":"Ghosh","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.mbs.2025.109451_b1","series-title":"Daily time spent on social networking by internet users worldwide from 2012 to 2019","author":"Clement","year":"2020"},{"issue":"21","key":"10.1016\/j.mbs.2025.109451_b2","doi-asserted-by":"crossref","first-page":"51","DOI":"10.5824\/1309-1581.2015.4.004.x","article-title":"Development of the social media addiction scale","volume":"6","author":"Tutgun-\u00dcnal","year":"2015","journal-title":"AJIT-e: Acad. J. Inf. Technol."},{"key":"10.1016\/j.mbs.2025.109451_b3","series-title":"Socialnomics: How Social Media Transforms the Way We Live and Do Business","author":"Qualman","year":"2012"},{"key":"10.1016\/j.mbs.2025.109451_b4","series-title":"2014 IST-Africa Conference Proceedings","first-page":"1","article-title":"Integration of mobile, big data, sensors, and social media: impact on daily life and business","author":"Gastaldi","year":"2014"},{"issue":"1","key":"10.1016\/j.mbs.2025.109451_b5","doi-asserted-by":"crossref","first-page":"10962","DOI":"10.1038\/s41598-024-61531-3","article-title":"Quantitative analysis of social influence and digital piracy contagion with differential equations on networks","volume":"14","author":"Mallick","year":"2024","journal-title":"Sci. Rep."},{"issue":"1","key":"10.1016\/j.mbs.2025.109451_b6","doi-asserted-by":"crossref","DOI":"10.5817\/CP2019-1-4","article-title":"Social media addiction: Its impact, mediation, and intervention","volume":"13","author":"Hou","year":"2019","journal-title":"Cyberpsychology: J. Psychosoc. Res. Cyberspace"},{"issue":"11","key":"10.1016\/j.mbs.2025.109451_b7","article-title":"Social media use in 2018","volume":"10","author":"Smith","year":"2018","journal-title":"Adv. Appl. Sociol."},{"issue":"1","key":"10.1016\/j.mbs.2025.109451_b8","article-title":"Measuring problematic internet use, internet gaming disorder, and social media addiction in young adults: cross-sectional survey study","volume":"8","author":"Moreno","year":"2022","journal-title":"JMIR Public Heal. Surveill."},{"issue":"3","key":"10.1016\/j.mbs.2025.109451_b9","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0293807","article-title":"Mathematical modelling, analysis and numerical simulation of social media addiction and depression","volume":"19","author":"Ali","year":"2024","journal-title":"PLoS One"},{"issue":"5","key":"10.1016\/j.mbs.2025.109451_b10","doi-asserted-by":"crossref","first-page":"257","DOI":"10.5152\/alphapsychiatry.2021.21242","article-title":"Social media addiction in young adult patients with anxiety disorders and depression","volume":"22","author":"\u015eent\u00fcrk","year":"2021","journal-title":"Alpha Psychiatry"},{"issue":"1.","key":"10.1016\/j.mbs.2025.109451_b11","first-page":"90","article-title":"Association between online social networking and depression in high school students: behavioral physiology viewpoint","volume":"24","author":"Pantic","year":"2012","journal-title":"Psychiatr. Danub."},{"issue":"2","key":"10.1016\/j.mbs.2025.109451_b12","doi-asserted-by":"crossref","first-page":"169","DOI":"10.2298\/VSP141106143S","article-title":"The prevalence and socioeconomic correlates of depressive and anxiety symptoms in a group of 1,940 Serbian university students","volume":"73","author":"Simi\u0107-Vukomanovi\u0107","year":"2016","journal-title":"Vojnosanit. Pregl."},{"issue":"1","key":"10.1016\/j.mbs.2025.109451_b13","doi-asserted-by":"crossref","first-page":"28","DOI":"10.24990\/injec.v3i1.190","article-title":"Effect of social media addiction on anxiety and the risk of social health disaster in adolescents","volume":"3","author":"Muflih","year":"2018","journal-title":"Indones. Nurs. J. Educ. Clin. (INJEC)"},{"key":"10.1016\/j.mbs.2025.109451_b14","first-page":"1","article-title":"Peer relationship increasing the risk of social media addiction among Chinese adolescents who have negative emotions","author":"Huang","year":"2021","journal-title":"Curr. Psychol."},{"key":"10.1016\/j.mbs.2025.109451_b15","first-page":"616","article-title":"An assessment of adolescent internet addiction problems related to depression, social anxiety and peer relationship","author":"Lee","year":"2001","journal-title":"J. Korean Neuropsychiatr. Assoc."},{"issue":"5","key":"10.1016\/j.mbs.2025.109451_b16","doi-asserted-by":"crossref","DOI":"10.1542\/peds.2016-2593","article-title":"Children and adolescents and digital media","volume":"138","author":"Reid Chassiakos","year":"2016","journal-title":"Pediatrics"},{"key":"10.1016\/j.mbs.2025.109451_b17","doi-asserted-by":"crossref","DOI":"10.1016\/j.addbeh.2021.107109","article-title":"A two-generation study: The transmission of attachment and young adults\u2019 depression, anxiety, and social media addiction","volume":"124","author":"Arikan","year":"2022","journal-title":"Addict. Behav."},{"key":"10.1016\/j.mbs.2025.109451_b18","doi-asserted-by":"crossref","first-page":"102","DOI":"10.1007\/s11469-017-9870-8","article-title":"Social media addiction in geopolitically at-risk youth","volume":"17","author":"Mahamid","year":"2019","journal-title":"Int. J. Ment. Heal. Addict."},{"key":"10.1016\/j.mbs.2025.109451_b19","doi-asserted-by":"crossref","first-page":"343","DOI":"10.1007\/s40429-016-0123-x","article-title":"The influence of social media on addictive behaviors in college students","volume":"3","author":"Steers","year":"2016","journal-title":"Curr. Addict. Rep."},{"key":"10.1016\/j.mbs.2025.109451_b20","doi-asserted-by":"crossref","unstructured":"M.J. Brzozowski, T. Sandholm, T. Hogg, Effects of feedback and peer pressure on contributions to enterprise social media, in: Proceedings of the 2009 ACM International Conference on Supporting Group Work, 2009, pp. 61\u201370.","DOI":"10.1145\/1531674.1531684"},{"issue":"1","key":"10.1016\/j.mbs.2025.109451_b21","doi-asserted-by":"crossref","first-page":"119","DOI":"10.12928\/commicast.v5i1.10153","article-title":"Impact of social media and peer pressure on moral disengagement among secondary school students in Onitsha North LGA, Anambra State","volume":"5","author":"Ojiakor-Umenze","year":"2024","journal-title":"COMMICAST"},{"issue":"4","key":"10.1016\/j.mbs.2025.109451_b22","doi-asserted-by":"crossref","first-page":"295","DOI":"10.4161\/viru.24041","article-title":"Mathematical modeling of infectious disease dynamics","volume":"4","author":"Siettos","year":"2013","journal-title":"Virulence"},{"issue":"5","key":"10.1016\/j.mbs.2025.109451_b23","doi-asserted-by":"crossref","first-page":"3187","DOI":"10.1016\/j.aej.2020.07.040","article-title":"A new fractional-order compartmental disease model","volume":"59","author":"Hoan","year":"2020","journal-title":"Alex. Eng. J."},{"key":"10.1016\/j.mbs.2025.109451_b24","series-title":"Software Engineering and Formal Methods: SEFM 2017 Collocated Workshops: DataMod, FAACS, MSE, CoSim-CPS, and FOCLASA, Trento, Italy, September 4-5, 2017, Revised Selected Papers 15","first-page":"86","article-title":"A computational model of internet addiction phenomena in social networks","author":"Nasti","year":"2018"},{"key":"10.1016\/j.mbs.2025.109451_b25","series-title":"Therapist\u2019s Guide To Evidence-Based Relapse Prevention","first-page":"353","article-title":"Drinking as an epidemic\u2014a simple mathematical model with recovery and relapse","author":"S\u00e1nchez","year":"2007"},{"issue":"772","key":"10.1016\/j.mbs.2025.109451_b26","first-page":"700","article-title":"A contribution to the mathematical theory of epidemics","volume":"115","author":"Kermack","year":"1927","journal-title":"Proc. R. Soc. Lond. Ser. A, Contain. Pap. A Math. Phys. Character"},{"key":"10.1016\/j.mbs.2025.109451_b27","series-title":"Proceedings of 2011 IEEE International Conference on Intelligence and Security Informatics","first-page":"15","article-title":"An SIR model for violent topic diffusion in social media","author":"Woo","year":"2011"},{"key":"10.1016\/j.mbs.2025.109451_b28","series-title":"TENCON 2017-2017 IEEE Region 10 Conference","first-page":"2029","article-title":"Equilibria of rumor propagation: Deterministic and network approaches","author":"Gaurav","year":"2017"},{"key":"10.1016\/j.mbs.2025.109451_b29","volume":"vol. 25","author":"Blackmore","year":"2000"},{"key":"10.1016\/j.mbs.2025.109451_b30","doi-asserted-by":"crossref","first-page":"478","DOI":"10.1016\/j.physa.2019.03.008","article-title":"Viral marketing on social networks: An epidemiological perspective","volume":"525","author":"Bhattacharya","year":"2019","journal-title":"Phys. A"},{"issue":"9","key":"10.1016\/j.mbs.2025.109451_b31","doi-asserted-by":"crossref","DOI":"10.1016\/j.heliyon.2023.e19094","article-title":"Population heterogeneity in vaccine coverage impacts epidemic thresholds and bifurcation dynamics","volume":"9","author":"Glaubitz","year":"2023","journal-title":"Heliyon"},{"issue":"03","key":"10.1016\/j.mbs.2025.109451_b32","doi-asserted-by":"crossref","first-page":"608","DOI":"10.31316\/gcouns.v7i03.4898","article-title":"The relationship of peer support and self control with social media addiction","volume":"7","author":"Bahridah","year":"2023","journal-title":"G-Couns: J. Bimbing. Dan Konseling"},{"issue":"5","key":"10.1016\/j.mbs.2025.109451_b33","doi-asserted-by":"crossref","first-page":"1794","DOI":"10.1137\/040604947","article-title":"Bifurcation analysis of an SIRS epidemic model with generalized incidence","volume":"65","author":"Alexander","year":"2005","journal-title":"SIAM J. Appl. Math."},{"issue":"6","key":"10.1016\/j.mbs.2025.109451_b34","doi-asserted-by":"crossref","first-page":"712","DOI":"10.1007\/s42979-023-02164-7","article-title":"Visual representation for patterned proliferation of social media addiction: Quantitative model and network analysis","volume":"4","author":"Mallick","year":"2023","journal-title":"SN Comput. Sci."},{"key":"10.1016\/j.mbs.2025.109451_b35","doi-asserted-by":"crossref","DOI":"10.1016\/j.chaos.2020.110033","article-title":"Dynamic analysis of a mathematical model with health care capacity for COVID-19 pandemic","volume":"139","author":"\u00c7akan","year":"2020","journal-title":"Chaos Solitons Fractals"},{"issue":"3\u20134","key":"10.1016\/j.mbs.2025.109451_b36","doi-asserted-by":"crossref","first-page":"1087","DOI":"10.1016\/j.apm.2014.07.022","article-title":"Backward bifurcation in a smoking cessation model with media campaigns","volume":"39","author":"Sharma","year":"2015","journal-title":"Appl. Math. Model."},{"issue":"1\u20132","key":"10.1016\/j.mbs.2025.109451_b37","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1016\/S0025-5564(02)00108-6","article-title":"Reproduction numbers and sub-threshold endemic equilibria for compartmental models of disease transmission","volume":"180","author":"Van den Driessche","year":"2002","journal-title":"Math. Biosci."},{"issue":"3","key":"10.1016\/j.mbs.2025.109451_b38","first-page":"288","article-title":"Reproduction numbers of infectious disease models","volume":"2","author":"Van den Driessche","year":"2017","journal-title":"Infect. Dis. Model."},{"issue":"5","key":"10.1016\/j.mbs.2025.109451_b39","doi-asserted-by":"crossref","first-page":"584","DOI":"10.1089\/cpb.2006.9.584","article-title":"Friend networking sites and their relationship to adolescents\u2019 well-being and social self-esteem","volume":"9","author":"Valkenburg","year":"2006","journal-title":"CyberPsychology Behav."},{"issue":"4","key":"10.1016\/j.mbs.2025.109451_b40","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1080\/15210960.2011.616813","article-title":"Intersectionality and student outcomes: Sharpening the struggle against racism, sexism, classism, ableism, heterosexism, nationalism, and linguistic, religious, and geographical discrimination in teaching and learning","volume":"13","author":"Grant","year":"2011","journal-title":"Multicult. Perspect."},{"key":"10.1016\/j.mbs.2025.109451_b41","doi-asserted-by":"crossref","DOI":"10.1027\/1864-1105\/a000094","article-title":"Explaining the relationship between media exposure and early adolescents\u2019 body image perceptions","author":"Eyal","year":"2013","journal-title":"J. Media Psychol."},{"key":"10.1016\/j.mbs.2025.109451_b42","series-title":"Google trends: Explore search trends","author":"Google Trends","year":"2025"},{"issue":"13","key":"10.1016\/j.mbs.2025.109451_b43","doi-asserted-by":"crossref","first-page":"7583","DOI":"10.3390\/ijerph19137583","article-title":"The effects of school climate, parent\u2013child closeness, and peer relations on the problematic internet use of Chinese adolescents: Testing the mediating role of self-esteem and depression","volume":"19","author":"Wang","year":"2022","journal-title":"Int. J. Environ. Res. Public Heal."},{"issue":"1","key":"10.1016\/j.mbs.2025.109451_b44","doi-asserted-by":"crossref","first-page":"11072","DOI":"10.1038\/s41598-020-67895-6","article-title":"Ensuring the spread of referral marketing campaigns: a quantitative treatment","volume":"10","author":"Ghosh","year":"2020","journal-title":"Sci. Rep."},{"issue":"1","key":"10.1016\/j.mbs.2025.109451_b45","doi-asserted-by":"crossref","first-page":"306","DOI":"10.1038\/s41598-023-50756-3","article-title":"Promote to protect: data-driven computational model of peer influence for vaccine perception","volume":"14","author":"Ghosh","year":"2024","journal-title":"Sci. Rep."},{"issue":"S1","key":"10.1016\/j.mbs.2025.109451_b46","doi-asserted-by":"crossref","first-page":"236","DOI":"10.1093\/poq\/nfaa012","article-title":"\u201cTaking the temperature of the room\u201d how political campaigns use social media to understand and represent public opinion","volume":"84","author":"McGregor","year":"2020","journal-title":"Public Opin. Q."},{"issue":"3","key":"10.1016\/j.mbs.2025.109451_b47","article-title":"The kids are online: Teen social media use, civic engagement, and affective polarization","volume":"9","author":"Oden","year":"2023","journal-title":"Soc. Media+ Soc."},{"issue":"10","key":"10.1016\/j.mbs.2025.109451_b48","doi-asserted-by":"crossref","DOI":"10.1098\/rsos.181122","article-title":"Opinion formation on dynamic networks: identifying conditions for the emergence of partisan echo chambers","volume":"5","author":"Evans","year":"2018","journal-title":"R. Soc. Open Sci."},{"issue":"1","key":"10.1016\/j.mbs.2025.109451_b49","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1057\/s41599-022-01056-0","article-title":"Polarization, abstention, and the median voter theorem","volume":"9","author":"Jones","year":"2022","journal-title":"Humanit. Soc. Sci. Commun."}],"container-title":["Mathematical Biosciences"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S002555642500077X?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S002555642500077X?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2025,5,22]],"date-time":"2025-05-22T08:16:21Z","timestamp":1747901781000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S002555642500077X"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,7]]},"references-count":49,"alternative-id":["S002555642500077X"],"URL":"https:\/\/doi.org\/10.1016\/j.mbs.2025.109451","relation":{},"ISSN":["0025-5564"],"issn-type":[{"value":"0025-5564","type":"print"}],"subject":[],"published":{"date-parts":[[2025,7]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Sustainability & social segmentation in social media contagion: A mathematical and computational study on dual effects of individual needs & peer influence","name":"articletitle","label":"Article Title"},{"value":"Mathematical Biosciences","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.mbs.2025.109451","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2025 Elsevier Inc. All rights are reserved, including those for text and data mining, AI training, and similar technologies.","name":"copyright","label":"Copyright"}],"article-number":"109451"}}