Exploring How Rheumatic Fever Is Portrayed on TikTok: A Descriptive Content Analysis
Abstract
:1. Introduction
2. Materials and Methods
2.1. Data Collection
2.2. Analysis
3. Results
3.1. Who Is Presenting Content?
3.2. Rheumatic Fever Content
4. Discussion
Strengths and Limitations
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
Code | Definition |
---|---|
Presenter of content | Code the main presenter (multiple can be coded only where different presenters appear equally) |
Health professionals | Identified as a health professional (or in training), for example, general practitioners, nurses, medical students, paediatricians. |
Patient affected by rheumatic fever or close family member | A person who has rheumatic fever or an immediate family member of a person with rheumatic fever. |
Celebrity or public figure | A celebrity, professional athlete or other well-known public figure. |
Media personnel | Media personnel such as journalists, news presenters or podcasters. |
Community member | A lay community member (not otherwise coded in the above categories). For example, school students, church groups, etc. |
No clear presenter | In cases where there is no obvious presenter, i.e., videos of images. |
Audio | Code the main audio type (multiple can be coded only where different audios are used equally) |
Direct spoken language or singing | Direct speaking or singing to the camera. |
Voice over | An audio narration without the image of the speaker. |
Music or sounds | Only music or sounds. |
No audio | No intentional audio, i.e., does not include videos where audio has been removed for copyright. |
Video type [21] | Code all that are applicable |
Acting or role play | A video in which information is presented via individual or group acting, and role plays, e.g., scenarios. |
Animated infographics or illustrations | A video that uses a combination of images, illustrations, charts, graphs, text, cartoons and other elements that are animated to visualize information, e.g., cartoons, illustrations. |
Documentary | A video that documents an experience, factual record or report of events or people, e.g., a documentary excerpt. |
Oral speech or singing | A video in which speakers orally, and often formally, present information to the audience (via direct speech or singing, not voiceovers). |
Pictures or pictorial slideshow | A video that presents a series of still images in a prearranged sequence. |
TikTok trends and memes | A video that clearly features TikTok trends or memes, e.g., dance trends, video trends. |
Primary purpose of video | Code only one |
For entertainment | Videos that are primarily for entertainment, e.g., dance, activities, songs, skits. |
Health advice | Videos that intend to provide health advice (typically from a health professional). |
Medical education | Videos that are intended for medical education and/or study purposes. |
Personal stories | Videos representing personal experiences of rheumatic fever patients and/or family members. |
Rheumatic fever content | Code all that are applicable |
Prevention | Mentions prevention measures for rheumatic fever such as improving housing and seeking early healthcare. |
Disease pathogenesis | Mentions or describes the mechanisms by which rheumatic fever develops or progresses, such as developing from a streptococcal infection. |
Symptoms | Mentions symptoms of streptococcal infections or rheumatic fever such as a sore throat, fever, unusual body movements, rashes and shortness of breath. |
Testing and/or diagnosis | Identifies a testing or diagnosis regime related to streptococcal infections or rheumatic fever, e.g., sore throat swabbing, skin swabs, JONES criteria. |
Medication or treatment-related | Mentions medications or treatments for streptococcal infections, rheumatic fever or rheumatic heart disease. |
Outcomes of disease | Makes an explicit link from rheumatic fever to later health outcomes such as rheumatic heart disease, heart failure, premature mortality, etc. |
Where to seek services | Identifies where to seek health advice or services such as health organisations, health professionals, schools, other social services, etc. |
Recovery | Mentions the process or journey to “recovering” from rheumatic fever. |
Misinformation | Makes reference to information that is inconsistent with current evidence or guidelines related to rheumatic fever (including both direct misinformation and cases where creators dispel misinformation). |
Identifies populations that are more at risk | Mentions population groups that are more at risk of rheumatic fever such as children, adolescents, Indigenous populations, low- and middle-income countries, and those with a family history of rheumatic fever. |
None apply | None of the above categories apply, e.g., videos presenting a person with rheumatic fever but not mentioning the predefined categories. |
Overall connotation | Code only one |
Negative/Negative leaning | Overall connotations of the video are primarily negative, for example, focused on pain, suffering. |
Neutral | The general connotations are neither negative nor positive, for example, informative videos that share objective evidence about rheumatic fever. |
Positive/Positive leaning | Overall connotations of the video are primarily positive, for example, videos focused on recovery, hope, being strong and resilient. |
Tones [32] | Code all that are applicable |
Serious | Content is presented in a solemn, sincere way. |
Scary | Content is perceived to cause alarm or fear. |
Sad | Content expresses sorrow, grief or unhappiness. |
Lighthearted | Content is presented in a lighthearted, entertaining way. |
Hopeful | Content is presented in an optimistic or inspiring way. |
Funny | Content is intended to be humorous and entertaining. |
Informative | Content is presented with the intent of informing, educating or providing evidence. |
Nostalgic | Content is presented in a sentimental way that evokes nostalgia. |
References
- Stellefson, M.; Paige, S.R.; Chaney, B.H.; Chaney, J.D. Evolving role of social media in health promotion: Updated responsibilities for health education specialists. Int. J. Environ. Res. Public Health 2020, 17, 1153. [Google Scholar] [CrossRef]
- Goodyear, V.A.; Armour, K.M.; Wood, H. Young people and their engagement with health-related social media: New perspectives. Sport Educ. Soc. 2019, 24, 673–688. [Google Scholar] [CrossRef]
- Li, L.; Aldosery, A.; Vitiugin, F.; Nathan, N.; Novillo-Ortiz, D.; Castillo, C.; Kostkova, P. The response of governments and public health agencies to COVID-19 pandemics on social media: A multi-country analysis of twitter discourse. Front. Public Health 2021, 9, 716333. [Google Scholar] [CrossRef] [PubMed]
- Southwick, L.; Guntuku, S.C.; Klinger, E.V.; Seltzer, E.; McCalpin, H.J.; Merchant, R.M. Characterizing COVID-19 content posted to TikTok: Public sentiment and response during the first phase of the COVID-19 pandemic. J. Adolesc. Health 2021, 69, 234–241. [Google Scholar] [CrossRef]
- Nair, I.; Patel, S.P.; Bolen, A.; Roger, S.; Bucci, K.; Schwab-Reese, L.; DeMaria, A.L. Reproductive health experiences shared on TikTok by young people: Content analysis. JMIR Infodemiol. 2023, 3, e42810. [Google Scholar] [CrossRef] [PubMed]
- Baker, M.G.; Gurney, J.; Moreland, N.J.; Bennett, J.; Oliver, J.; Williamson, D.A.; Pierse, N.; Wilson, N.; Merriman, T.R.; Percival, T.; et al. Risk factors for acute rheumatic fever: A case-control study. Lancet Reg. Health–West. Pac. 2022, 26, 100508. [Google Scholar]
- World Heart Federation. Rheumatic Heart Disease. Available online: https://world-heart-federation.org/what-we-do/rheumatic-heart-disease/ (accessed on 16 September 2024).
- Carapetis, J.R.; Beaton, A.; Cunningham, M.W.; Guilherme, L.; Karthikeyan, G.; Mayosi, B.M.; Sable, C.; Steer, A.; Wilson, N.; Wyber, R. Acute rheumatic fever and rheumatic heart disease. Nat. Rev. Dis. Primers 2016, 2, 15084. [Google Scholar] [CrossRef]
- Almadhi, A.A.; Alshammri, M.R.; Altamimi, N.O.; Hadal, S.A.; Al Madhi, A.A.; Salahie, M.S. Rheumatic fever and rheumatic heart disease-related knowledge, attitude, and practice in Saudi Arabia. Cureus 2021, 13, e19997. [Google Scholar] [CrossRef]
- Naea, N.; Dobson, A.; Leversha, A.; Williams, S.; Knott, K.; Clayton-Bray, L.; Dickinson, A. Awareness and understanding of rheumatic fever among Pacific people in Auckland. Neonatal Paediatr. Child Health Nurs. 2016, 19, 7–12. [Google Scholar]
- Sayed, A.K.; Se’eda, H.; Eltewacy, N.K.; El Sherif, L.A.; Ghalioub, H.S.; Sayed, A.; Afifi, A.M.; Almoallim, H.S.; Alharbi, S.A.; Abushouk, A.I. Awareness of rheumatic heart disease in Egypt: A national multicenter study. J. Cardiovasc. Dev. Dis. 2021, 8, 108. [Google Scholar] [CrossRef]
- Tu’akoi, S.; Ofanoa, M.; Ofanoa, S.; Lutui, H.; Heather, M.; Jansen, R.M.; Goodyear-Smith, F. Addressing rheumatic fever inequities in Aotearoa New Zealand: A scoping review of prevention interventions. J. Prim. Health Care 2022, 15, 59–66. [Google Scholar] [CrossRef]
- Anderson, A.; Spray, J. Beyond awareness: Towards a critically conscious health promotion for rheumatic fever in Aotearoa, New Zealand. Soc. Sci. Med. 2020, 247, 112798. [Google Scholar] [CrossRef]
- Elo, S.; Kyngäs, H. The qualitative content analysis process. J. Adv. Nurs. 2008, 62, 107–115. [Google Scholar] [CrossRef]
- Reifegerste, D.; Wiedicke, A. Content Analysis in the Research Field of Health Coverage. In Standardisierte Inhaltsanalyse in der Kommunikationswissenschaft–Standardized Content Analysis in Communication Research: Ein Handbuch-A Handbook; Springer: Wiesbaden, Germany, 2022; pp. 179–191. [Google Scholar]
- Fu, J.; Li, C.; Zhou, C.; Li, W.; Lai, J.; Deng, S.; Zhang, Y.; Guo, Z.; Wu, Y. Methods for analyzing the contents of social media for health care: Scoping review. J. Med. Internet Res. 2023, 25, e43349. [Google Scholar] [CrossRef]
- Döring, N.; Lehmann, S.; Schumann-Doermer, C. Contraception on YouTube, Instagram, and TikTok: A content and quality analysis. Bundesgesundheitsblatt Gesundheitsforschung Gesundheitsschutz 2023, 66, 990–999. [Google Scholar] [CrossRef]
- Herrick, S.S.; Hallward, L.; Duncan, L.R. “This is just how I cope”: An inductive thematic analysis of eating disorder recovery content created and shared on TikTok using EDrecovery. Int. J. Eat. Disord. 2021, 54, 516–526. [Google Scholar] [CrossRef]
- Marcon, A.R.; Zenone, M.; Caulfield, T. The portrayal of organ donation on TikTok: A content analysis of popular English-language TikTok videos. Digit. Health 2023, 9, 20552076231222422. [Google Scholar] [CrossRef]
- Samuel, L.; Kuijpers, K.; Bleakley, A. TherapyTok for depression and anxiety: A quantitative content analysis of high engagement TikTok videos. J. Adolesc. Health 2024, 74, 1184–1190. [Google Scholar] [CrossRef]
- Li, Y.; Guan, M.; Hammond, P.; Berrey, L.E. Communicating COVID-19 information on TikTok: A content analysis of TikTok videos from official accounts featured in the COVID-19 information hub. Health Educ. Res. 2021, 36, 261–271. [Google Scholar] [CrossRef]
- Harriger, J.A.; Wick, M.R.; Sherline, C.M.; Kunz, A.L. The body positivity movement is not all that positive on TikTok: A content analysis of body positive TikTok videos. Body Image 2023, 46, 256–264. [Google Scholar] [CrossRef]
- Gong, X.; Dong, B.; Li, L.; Shen, D.; Rong, Z. TikTok video as a health education source of information on heart failure in China: A content analysis. Front. Public Health 2023, 11, 1315393. [Google Scholar] [CrossRef] [PubMed]
- Yalamanchili, B.; Basch, C.H.; Fera, J.; Sullivan, M. Using Social Media to Discuss Chronic Pain: A Descriptive Study of TikTok Content. J. Consum. Health Internet 2023, 27, 173–183. [Google Scholar] [CrossRef]
- Klug, D.; Evans, M.; Kaufman, G. How TikTok served as a platform for young people to share and cope with lived COVID-19 experiences. MedieKultur: J. Media Commun. Res. 2022, 38, 152–170. [Google Scholar] [CrossRef]
- O’Donnell, N.; Jerin, S.I.; Mu, D. Using TikTok to educate, influence, or inspire? A content analysis of health-related EduTok videos. J. Health Commun. 2023, 28, 539–551. [Google Scholar] [CrossRef] [PubMed]
- Kirkpatrick, C.E.; Lawrie, L.L. TikTok as a source of health information and misinformation for young women in the United States: Survey study. JMIR Infodemiol. 2024, 4, e54663. [Google Scholar] [CrossRef] [PubMed]
- Chen, S.; Xiao, L.; Kumar, A. Spread of misinformation on social media: What contributes to it and how to combat it. Comput. Hum. Behav. 2023, 141, 107643. [Google Scholar] [CrossRef]
- Kis-Rigo, A.; Collins, A.; Panozzo, S.; Philip, J. Negative media portrayal of palliative care: A content analysis of print media prior to the passage of Voluntary Assisted Dying legislation in Victoria. Intern. Med. J. 2021, 51, 1336–1339. [Google Scholar] [CrossRef]
- Niederdeppe, J.; Lee, T.; Robbins, R.; Kim, H.K.; Kresovich, A.; Kirshenblat, D.; Standridge, K.; Clarke, C.E.; Jensen, J.; Fowler, E.F. Content and effects of news stories about uncertain cancer causes and preventive behaviors. Health Commun. 2014, 29, 332–346. [Google Scholar] [CrossRef]
- Anderson, A.; Leversha, A.; Ofanoa, M.; Malungahu, M.G.; Burgess, H.; Wade, W.J.; Naisali, R.S.; Sims, M.A.; Peat, B. Māori and Pacific Whānau Experiences of Recurrent Rheumatic Fever and Unexpected Rheumatic Heart Disease in New Zealand; The University of Auckland: Auckland, New Zealand, 2018. [Google Scholar]
- Pleasure, Z.H.; Becker, A.; Johnson, D.M.; Broussard, K.; Lindberg, L. How TikTok is being used to talk about abortion post-Roe: A content analysis of the most liked abortion TikToks. Contraception 2024, 110384. [Google Scholar] [CrossRef]
Mean | Median | Range | Total | |
---|---|---|---|---|
Video length | 1:10 | 0:49 | 0:06–7:03 | 1:54:55 |
Views | 7481 | 746 | 22–223,500 | 748,143 |
Likes | 256 | 19 | 0–16,200 | 25,590 |
Comments | 22 | 0 | 0–1383 | 2137 |
Bookmarks | 12 | 1 | 0–538 | 1156 |
Shares | 12 | 0 | 0–839 | 1220 |
Creator followers | 21,804 | 756 | 7–821,100 | 2,180,363 |
Characteristics | n | % | |
---|---|---|---|
Presenter | Patient with rheumatic fever or close family member | 43 | 42.2 |
Health professionals (registered and training) | 31 | 30.4 | |
Community member | 18 | 17.6 | |
Public figure (e.g., celebrity, professional athletes) | 1 | 1.0 | |
Media personnel | 1 | 1.0 | |
Unclear | 8 | 7.8 | |
Video type | Oral speech or singing | 47 | 45.6 |
Visual documentary | 21 | 20.4 | |
Pictures or pictorial slideshow | 12 | 11.7 | |
Animated infographics or illustrations | 7 | 6.8 | |
TikTok trends and memes | 12 | 11.7 | |
Acting/role play | 4 | 3.9 | |
Audio | Direct speaking or singing | 54 | 54 |
Voice over | 16 | 16 | |
Music or sounds | 27 | 27 | |
No audio | 3 | 3 | |
Primary purpose of video | Health advice | 26 | 23.9 |
Personal stories | 46 | 42.2 | |
Medical education | 15 | 13.8 | |
For entertainment | 22 | 20.2 | |
Overall connotation | Positive/positive leaning | 27 | 27 |
Neutral | 30 | 30 | |
Negative/negative leaning | 43 | 43 | |
Tone | Serious | 29 | 20.6 |
Scary | 8 | 5.7 | |
Sad | 16 | 11.3 | |
Light-hearted | 18 | 12.8 | |
Funny | 15 | 10.6 | |
Hopeful | 4 | 2.8 | |
Informative | 46 | 32.6 | |
Nostalgic | 5 | 3.5 |
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Share and Cite
Tu’akoi, S.; Ofanoa, M.; Ofanoa, S.; Heather, M.; Lutui, H.; Goodyear-Smith, F. Exploring How Rheumatic Fever Is Portrayed on TikTok: A Descriptive Content Analysis. Int. J. Environ. Res. Public Health 2025, 22, 686. https://doi.org/10.3390/ijerph22050686
Tu’akoi S, Ofanoa M, Ofanoa S, Heather M, Lutui H, Goodyear-Smith F. Exploring How Rheumatic Fever Is Portrayed on TikTok: A Descriptive Content Analysis. International Journal of Environmental Research and Public Health. 2025; 22(5):686. https://doi.org/10.3390/ijerph22050686
Chicago/Turabian StyleTu’akoi, Siobhan, Malakai Ofanoa, Samuela Ofanoa, Maryann Heather, Hinamaha Lutui, and Felicity Goodyear-Smith. 2025. "Exploring How Rheumatic Fever Is Portrayed on TikTok: A Descriptive Content Analysis" International Journal of Environmental Research and Public Health 22, no. 5: 686. https://doi.org/10.3390/ijerph22050686
APA StyleTu’akoi, S., Ofanoa, M., Ofanoa, S., Heather, M., Lutui, H., & Goodyear-Smith, F. (2025). Exploring How Rheumatic Fever Is Portrayed on TikTok: A Descriptive Content Analysis. International Journal of Environmental Research and Public Health, 22(5), 686. https://doi.org/10.3390/ijerph22050686