Mapping the Scientific Landscape of Social Media’s Role in Digital Health: A Bibliometric and Network Analysis Using Biblioshiny, VOSviewer and Citespace
DOI:
https://doi.org/10.56294/hl2025693Keywords:
Social Media, Digital Health, Bibliometric Analysis, Biblioshiny, VOSviewer, CitespaceAbstract
This bibliometric analysis explores social media’s role in digital health, examining its impact on health communication, patient engagement, and public health awareness while also addressing challenges such as misinformation, privacy concerns, and digital health literacy. The study utilizes Scopus as the bibliographic database and employs Biblioshiny, VOSviewer, and CiteSpace for data analysis and visualization. Key analyses include Annual Scientific Productions, Most Relevant Authors, and Network Visualization of Co-Citation of Cited Authors, which highlight the growth of research output, influential scholars, and academic collaboration networks. In addition, Most Relevant Sources and Timezone Network Visualization of Co-Citation of Cited Journals explore leading journals, while also weighing their influence in the shaping of the digital health discourse. The study of Countries’ Scientific Production and Network Visualization of Bibliographic Coupling of Documents shows research outputs and networks at global levels. A Co-Occurrence Analysis of Author Keywords identifies themes that are dominant and emerging, with trend topics like AI-driven digital health solutions, Mobile Health apps, and digital interventions for chronic disease management. Thematic Evolution and Thematic Mapping portray the shift from generic digital health discussions to more specialized evidence-based applications. The study discovers gaps in research dealing with AI ethics, counteracting misinformation, and being inclusive in digital health interventions. Some practical implications suggest interdisciplinary efforts, formulation of digital health policies, and finding ways to improve digital literacy for ensuring equitable healthcare solutions. These findings give interesting insights into the scientific landscape of social media in digital health, further inspiring researches and policy developments.
References
1. Lefebvre RC, Bornkessel AS. Digital social networks and health. Circulation. 2013;127:1829–1836. doi: 10.1161/CIRCULATIONAHA.112.000897.
2. Suryani A. Digital Dialogues: Analyzing the Impact of Social Media on the Effectiveness of Public Health Campaigns. Soc Commun. 2024;25:82–97. doi: 10.57656/sc-2024-0009.
3. Afyouni S, Fetit AE, Arvanitis TN. #DigitalHealth: Exploring users’ perspectives through social media analysis. In: Mantas J., Househ M.S., Hasman A., editors. Stud Health Technol Inform. IOS Press; 2015. p. 243–246. https://www.scopus.com/inward/record.uri?eid=2-s2.0-84951954478&doi=10.3233%2f978-1-61499-538-8-243&partnerID=40&md5=fc21db22ce431cced7fabc0c4d4c0a6a.
4. Goldberg EM, Rosen RK, Dizon DS, Langdon KJ, Davoodi NM, Wray TB, Nugent NR, Dunsiger SI, Ranney ML. Using Social Media for Clinical Research: Recommendations and Examples from the Brown-Lifespan Center for Digital Health. J Med Internet Res. 2022;24. doi: 10.2196/35804.
5. Jafar Z, Quick JD, Rimányi E, Musuka G. Social Media and Digital Inequity: Reducing Health Inequities by Closing the Digital Divide. Int J Environ Res Public Health. 2024;21. doi: 10.3390/ijerph21111420.
6. Rusillo Magdaleno A, Suarez-Manzano S, Moral García JE, Ruiz Ariza A. Asociación de la práctica de actividad física semanal con bullying y ciberbullying en chicos y chicas de 10 a 16 años (Association of weekly physical activity practice with bullying and cyberbullying in boys and girls aged 10 to 16 years). Retos. 2024;59:759–766. doi: 10.47197/retos.v59.107358.
7. Vasani S, Pravin P, Bhupatkar S, abdulkareem AM. The Digital Medic: Assessing the Role of Social Media in Empowering Individuals with Health Knowledge and Choices. J Inf Knowl. 2024;61:71–76. doi: 10.17821/srels/2024/v61i2/171256.
8. Suarez-Lledo V, Alvarez-Galvez J. Prevalence of Health Misinformation on Social Media: Systematic Review. J Med Internet Res. 2021;23:e17187. doi: 10.2196/17187.
9. Alalawi S, Baalfaqih S, Almeqbaali M, Masud M. Social Media Misinformation Propagation and Detection. 2023 15th Int Conf Innov Inf Technol IIT. 2023;240–245. doi: 10.1109/IIT59782.2023.10366483.
10. Ghenai A. Health Misinformation in Search and Social Media. 2017. p. 1371.
11. Jeyaraman M, Ramasubramanian S, Kumar S, Jeyaraman N, Selvaraj P, Nallakumarasamy A, Bondili SK, Yadav S. Multifaceted Role of Social Media in Healthcare: Opportunities, Challenges, and the Need for Quality Control. Cureus. 2023;15:e39111. doi: 10.7759/cureus.39111. Cited: in: : PMID: 37332420.
12. Hilty D, Zalpuri I, Stubbe D, Snowdy C, Shoemaker E, Myint M, Joshi S, Liu H. Social Media/Networking and Psychiatric Education: Competencies, Teaching Methods, and Implications. J Technol Behav Sci. 2018;3:268–293. doi: 10.1007/S41347-018-0061-7.
13. Kim SH, Utz S. Effectiveness of a Social Media-Based, Health Literacy-Sensitive Diabetes Self-Management Intervention: A Randomized Controlled Trial. J Nurs Scholarsh Off Publ Sigma Theta Tau Int Honor Soc Nurs. 2019;51:661–669. doi: 10.1111/jnu.12521. PMID: 31622033.
14. Lin X, Kishore R. Social media-enabled healthcare: A conceptual model of social media affordances, online social support, and health behaviors and outcomes. Technol Forecast Soc Change. 2021;166:120574. doi: 10.1016/J.TECHFORE.2021.120574.
15. Valdez R, Chen A, Hampton A, Madathil KC, Papautsky EL, Rogers C. Leveraging Social Media for Human Factors Research in Health Care. Proc Hum Factors Ergon Soc Annu Meet. 2021;65:82–85. doi: 10.1177/1071181321651029.
16. Jahanpanah F, Behzadifar M, Bragazzi N. Social media and health policy. 2018;2:64–65. doi: 10.22631/IJBMPH.2018.141425.1069.
17. Keir A, Bamat N, Patel R, Elkhateeb O, Roland D. Utilising social media to educate and inform healthcare professionals, policy-makers and the broader community in evidence-based healthcare. BMJ Evid-Based Med. 2018;24:87–89. doi: 10.1136/bmjebm-2018-111016.
18. Kanchan S, Gaidhane A. Social Media Role and Its Impact on Public Health: A Narrative Review. Cureus. 2023;15:e33737. doi: 10.7759/cureus.33737. Cited: in: : PMID: 36793805.
19. Yeung AWK, Tosevska A, Klager E, Eibensteiner F, Tsagkaris C, Parvanov ED, Nawaz FA, Völkl-Kernstock S, Schaden E, Kletecka-Pulker M, et al. Medical and Health-Related Misinformation on Social Media: Bibliometric Study of the Scientific Literature. J Med Internet Res. 2022;24:e28152. doi: 10.2196/28152.
20. Exploring the interconnection of social media, mental health and youth: A bibliometric analysis. Soc Manag Res J. 2023;20:185–206. doi: 10.24191/smrj.v20i2.24401.
21. Ali I, Balta M, Papadopoulos T. Social media platforms and social enterprise: Bibliometric analysis and systematic review. Int J Inf Manag. 2022; doi: 10.1016/j.ijinfomgt.2022.102510.
22. Dash MK, Sahu R, Panda G, Jain D, Singh G, Singh C. Social media role in public health development: a bibliometric approach. Kybernetes. 2022; doi: 10.1108/K-02-2022-0294.
23. Hu N, Soh KL, Japa S. Exploring Trends and Research Hotspots in the Impact of Social Media on College Students: A Bibliometric Analysis. J Scientometr Res. 2024;13:894–903. doi: 10.5530/jscires.20041126.
24. Joseph J, Jose J, Jose AS, Ettaniyil GG, Nair SV. A scientometric analysis of bibliotherapy: mapping the research landscape. Libr Hi Tech [Internet]. 2024 [cited 2024 Jun 6];ahead-of-print. doi: 10.1108/LHT-08-2023-0341.
25. Jose J, JOSEPH A, ABRAHAM P, VARGHESE R. Transformative pedagogies: a bibliometric journey through adaptive learning systems. J Theor Appl Inf Technol. 2024;102.
26. Lukose A, Cleetus RS, Divya H, Saravanakumar T, Jose J. Exploring the Intersection of Brands and Linguistics: A Comprehensive Bibliometric Study. Int Rev Manag Mark. 2025;15:257–271.
27. JOSEPH J, JOSE J, JOSE AS, ETTANIYIL GG, JOHN J, D NELLANAT P. UNVEILING THE RESEARCH IMPACT: A VISUALIZATION STUDY OF CHATGPT’S INFLUENCE ON THE SCIENTIFIC LANDSCAPE. J Theor Appl Inf Technol. 2023;101.
28. Thomas B, Joseph J, Jose J. Explorative Bibliometric Study of Medical Image Analysis: Unveiling Trends and Advancements. Sci Vis. 2023;15:35–49. doi: 10.26583/sv.15.5.04.
29. Agbo FJ, Oyelere SS, Suhonen J, Tukiainen M. Scientific production and thematic breakthroughs in smart learning environments: a bibliometric analysis. Smart Learn Environ. 2021;8:1. doi: 10.1186/s40561-020-00145-4.
30. Anish K, KS JA, Jose J, Joseph AP. Navigating the Web of Influence: A Bibliometric Analysis of Social Media Addiction. Cureus. 2024;16.
31. Joseph J, Thomas B, Jose J, Pathak N. Decoding the growth of multimodal learning: A bibliometric exploration of its impact and influence. Intell Decis Technol. 2024;18:151–167. doi: 10.3233/IDT-230727.
32. John J, Joseph J, Mathew L, James S, Jose J. Exploring the Predictive Analytics Frontier in Business: A Bibliometric Journey. J Scientometr Res. 2024;13:365–381. doi: 10.5530/jscires.13.2.29.
33. Joseph J, Jose J, Divyalakshmi S, Rajimol A, Toms G, Jose AS, Ettaniyil GG. DECODING ADVERSARIAL MACHINE LEARNING: A BIBLIOMETRIC PERSPECTIVE. J Theor Appl Inf Technol. 2024;102:1001–1013.
34. Ali I, Balta M, Papadopoulos T. Social media platforms and social enterprise: Bibliometric analysis and systematic review. Int J Inf Manag. 2022;69:102510. doi: 10.1016/j.ijinfomgt.2022.102510.
35. Palemba A, Nurmandi A. Using Social Media for Health Services: Bibliometric Analysis. J Soc Media. 2023;7:446–461.
36. Mathew L, Govindan VM, Jayakumar A, Unnikrishnan U, Jose J. The evolution of financial technology: A comprehensive bibliometric review of robo-advisors. Multidiscip Rev. 2024;7:2024274–2024274.
37. John J, Joseph M, Joseph S, Jacob G, Rose N, Thomas S. Insurtech research dynamics: A bibliometric review of technological innovations in insurance. Multidiscip Rev. 2024;7:2024288–2024288.
38. Komperda R. Likert-type survey data analysis with R and RStudio. ACS Symp. Ser. 2017. p. 91–116.
39. Souza de Cursi E. Some Tips to Use R and RStudio. In: Souza de Cursi E, editor. Uncertain Quantif Using R. Cham: Springer International Publishing; 2023. p. 1–108. https://doi.org/10.1007/978-3-031-17785-9_1.
40. Fahamsyah MH, Mawardi I, Laila N, Shabbir MS. Global Islamic Banking Development: A Review and Bibliometric Analysis Using R-Biblioshiny Application. Muqtasid J Ekon Dan Perbank Syariah. 2023;14:69–92.
41. Joseph J, Jose J, John D, Nair SV. QUANTIFYING THE IMPACT OF WEARABLE HEALTH MONITORING AND MACHINE LEARNING RESEARCH: A BIBLIOMETRIC ANALYSIS. J Theor Appl Inf Technol. 2023;101:6196–6216.
42. Cherian S, Joseph J, Thomas B, Jose J. Navigating the New Normal: A Bibliometric Analysis of Masked Face Recognition Research Using VOSviewer and Biblioshiny. Inform Slov. 2024;48:193–212. doi: 10.31449/inf.v48i22.6342.
43. Van Eck NJ, Waltman L. Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics. 2010;84:523–538. doi: 10.1007/s11192-009-0146-3.
44. Abbas AF, Jusoh A, Masod A, Ali J. A Bibliometric Analysis of Publications on Social Media Influencers Using Vosviewer. J Theor Appl Inf Technol. 2021;99:5662–5676.
45. Zang X, Zhu Y, Zhong Y, Chu T. CiteSpace-Based Bibliometric Review of Pickup and Delivery Problem from 1995 to 2021. Appl. Sci. Switz. 2022. https://www.scopus.com/inward/record.uri?eid=2-s2.0-85130062492&doi=10.3390%2fapp12094607&partnerID=40&md5=9f9782fabfa2756d75a3f6bd29c1b991.
46. Yang J, Cheng C, Shen S, Yang S. Comparison of complex network analysis software: Citespace, SCI 2 and Gephi. 2017 IEEE 2nd Int Conf Big Data Anal ICBDA. IEEE; 2017. p. 169–172.
47. Xie M, Li S. Bibliometric and Visualized Analysis of Visual Brand Identity of Sports Team Based on Web of Science and CiteSpace. Adv. Intell. Syst. Comput. 2020. p. 171–181.
48. Baas J, Schotten M, Plume A, Côté G, Karimi R. Scopus as a curated, high-quality bibliometric data source for academic research in quantitative science studies. Quant Sci Stud. 2020;1:377–386. doi: 10.1162/qss_a_00019.
49. Harzing A-W, Alakangas S. Google Scholar, Scopus and the Web of Science: a longitudinal and cross-disciplinary comparison. Scientometrics. 2016;106:787–804.
50. Mongeon P, Paul-Hus A. The journal coverage of Web of Science and Scopus: a comparative analysis. Scientometrics. 2016;106:213–228. doi: 10.1007/s11192-015-1765-5.
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Copyright (c) 2025 Anas K.T, P. Natarajamurthy, Ann Mary Cherian, Alagra Antony, JEENA JOSEPH, Ajesh P Joseph (Author)
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