The Investigation of Health-Related Topics on TikTok: A Descriptive Study Protocol
Abstract
:1. Introduction
2. Materials and Equipment
3. Detailed Procedure
- i.
- Identifying hashtags and selecting videos
- ii.
- Generic codebook including definitions
- iii.
- Codebook development for specific topic areas
- iv.
- Applying the codebook
4. Expected Results
5. Discussion
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Zenone, M.; Ow, N.; Barbic, S. TikTok and public health: A proposed research agenda. BMJ Glob. Health 2021, 6, e007648. [Google Scholar] [CrossRef] [PubMed]
- Kemp, S. Datareportal. Digital 2022: July Global Statshot Report. 2022. Available online: https://datareportal.com/reports/digital-2022-july-global-statshot (accessed on 22 November 2022).
- Bossen, C.B.; Kottasz, R. Uses and gratifications sought by pre-adolescent and adolescent TikTok consumers. Young Consum. 2020, 21, 463. [Google Scholar] [CrossRef]
- Van Dam, S.; Van Reijmersdal, E. Insights in adolescents’ advertising literacy, perceptions and responses regarding sponsored influencer videos and disclosures. Cyberpsychol. J. Psychosoc. Res. Cyberspace 2019, 13, 2. [Google Scholar] [CrossRef] [Green Version]
- Basch, C.H.; Meleo-Erwin, Z.; Fera, J.; Jaime, C.; Basch, C.E. A global pandemic in the time of viral memes: COVID-19 vaccine misinformation and disinformation on TikTok. Hum. Vaccines Immunother. 2021, 17, 2373–2377. [Google Scholar] [CrossRef] [PubMed]
- Song, S.; Zhao, Y.; Yao, X.; Ba, Z. Serious information in hedonic social applications: Affordances, self-determination and health information adoption in TikTok. J. Doc. 2022, 78, 890–911. [Google Scholar] [CrossRef]
- Kong, W.; Song, S.; Zhao, Y.C.; Zhu, Q.; Sha, L. TikTok as a health information source: Assessment of the quality of information in diabetes-related videos. J. Med. Internet Res. 2021, 23, e30409. [Google Scholar] [CrossRef]
- Xiao, Y.; Wang, L.; Wang, P. Research on the influence of content features of short video marketing on consumer purchase intentions. In Advances in Social Science, Education and Humanities Research, Proceedings of 4th International Conference on Modern Management, Education Technology and Social Science (MMETSS 2019), 20–22 September 2019; Atlantis Press: Dalian, China; pp. 415–422.
- Zulli, D.; Zulli, D.J. Extending the Internet meme: Conceptualizing technological mimesis and imitation publics on the TikTok platform. New Media Soc. 2022, 24, 1872–1890. [Google Scholar] [CrossRef]
- Zaza Digital. 2023 will be Explosive for TikTok Advertising: Zaza Digital Makes the Move; PR Newswire: Sheridan, WY, USA, 2022. [Google Scholar]
- Wang, Y.; McKee, M.; Torbica, A.; Stuckler, D. Systematic literature review on the spread of health-related misinformation on social media. Soc. Sci. Med. 2019, 240, 112552. [Google Scholar] [CrossRef]
- Rutherford, B.N.; Lim, C.C.; Johnson, B.; Cheng, B.; Chung, J.; Huang, S.; Sun, T.; Leung, J.; Stjepanović, D.; Chan, G.C. # TurntTrending: A systematic review of substance use portrayals on social media platforms. Addiction 2023, 118, 206–217. [Google Scholar] [CrossRef]
- McCashin, D.; Murphy, C.M. Using TikTok for public and youth mental—A systematic review and content analysis. Clin. Child Psychol. Psychiatry 2023, 28, 279–306. [Google Scholar] [CrossRef]
- Basch, C.H.; Fera, J.; Pierce, I.; Basch, C.E. Promoting Mask Use on TikTok: Descriptive, Cross-sectional Study. JMIR Public Health Surveill. 2021, 7, e26392. [Google Scholar] [CrossRef] [PubMed]
- Basch, C.H.; Fera, J.; Quinones, N. A content analysis of direct-to-consumer DNA testing on TikTok. J. Community Genet. 2021, 12, 489–492. [Google Scholar] [CrossRef] [PubMed]
- Basch, C.H.; Hillyer, G.C.; Jaime, C. COVID-19 on TikTok: Harnessing an emerging social media platform to convey important public health messages. Int. J. Adolesc. Med. Health 2020, 34, 367–369. [Google Scholar] [CrossRef]
- Baumel, N.M.; Spatharakis, J.K.; Karitsiotis, S.T.; Sellas, E.I. Dissemination of Mask Effectiveness Misinformation Using TikTok as a Medium. J. Adolesc. Health 2021, 68, 1021–1022. [Google Scholar] [CrossRef]
- 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] [PubMed]
- Unni, Z.; Weinstein, E. Shelter in Place, Connect Online: Trending TikTok Content during the Early Days of the U.S. COVID-19 Pandemic. J. Adolesc. Health 2021, 68, 863–868. [Google Scholar] [CrossRef]
- Basch, C.H.; Donelle, L.; Fera, J.; Jaime, C. Deconstructing TikTok videos on mental health: Cross-sectional, descriptive content analysis. JMIR Form. Res. 2022, 6, e38340. [Google Scholar] [CrossRef]
- Boatman, D.D.; Eason, S.; Conn, M.E.; Kennedy-Rea, S.K. Human papillomavirus vaccine messaging on TikTok: Social media content analysis. Health Promot. Pract. 2022, 23, 382–387. [Google Scholar] [CrossRef]
- Ayalde, J.; Ta, D.; Adesanya, O.; Mandzufas, J.; Lombardi, K.; Trapp, G.S.A. Awake and alert: Examining the portrayal of energy drinks on TikTok. J. Adolesc. Health 2023, 72, 633–635. [Google Scholar] [CrossRef]
- Liang, J.; Wang, L.; Song, S.; Dong, M.; Xu, Y.; Zuo, X.; Zhang, J.; Sherif, A.A.; Ehsan, J.; Ma, J. Quality and audience engagement of Takotsubo Syndrome–related videos on TikTok: Content analysis. J. Med. Internet Res. 2022, 24, e39360. [Google Scholar] [CrossRef]
- Villa-Ruiz, C.; Kassamali, B.; Mazori, D.R.; Min, M.; Cobos, G.; LaChance, A. Overview of TikTok’s most viewed dermatologic content and assessment of its reliability. J. Am. Acad. Dermatol. 2021, 85, 273–274. [Google Scholar] [CrossRef] [PubMed]
- Xu, A.J.; Taylor, J.; Gao, T.; Mihalcea, R.; Perez-Rosas, V.; Loeb, S. TikTok and prostate cancer: Misinformation and quality of information using validated questionnaires. BJU Int. 2021, 128, 435–437. [Google Scholar] [CrossRef] [PubMed]
- Zheng, D.X.; Ning, A.Y.; Levoska, M.A.; Xiang, L.; Wong, C.; Scott, J.F. Acne and social media: A cross-sectional study of content quality on TikTok. Pediatr. Dermatol. 2021, 38, 336–338. [Google Scholar] [CrossRef] [PubMed]
- McBriar, J.D.; Mishra, A.; Shah, H.A.; Boockvar, J.A.; Langer, D.J.; D’Amico, R.S. Neurosurgery: A Cross-Sectional Analysis of Neurosurgical Content on TikTok. World Neurosurg. X 2023, 17, 100137. [Google Scholar] [CrossRef] [PubMed]
- Herrick, S.S.C.; 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]
- Lovett, J.T.; Munawar, K.; Mohammed, S.; Prabhu, V. Radiology Content on TikTok: Current Use of a Novel Video-Based Social Media Platform and Opportunities for Radiology. Curr. Probl. Diagn. Radiol. 2021, 50, 126–131. [Google Scholar] [CrossRef]
- Sun, T.; Lim, C.C.W.; Chung, J.; Cheng, B.; Davidson, L.; Tisdale, C.; Leung, J.; Gartner, C.E.; Connor, J.; Hall, W.D.; et al. Vaping on TikTok: A systematic thematic analysis. Tob. Control. 2023, 32, 251–254. [Google Scholar] [CrossRef]
- Rutherford, B.N.; Sun, T.; Johnson, B.; Co, S.; Lim, T.L.; Lim, C.C.W.; Chiu, V.; Leung, J.; Stjepanovic, D.; Connor, J.P.; et al. Getting high for likes: Exploring cannabis-related content on TikTok. Drug Alcohol Rev. 2022, 41, 1119–1125. [Google Scholar] [CrossRef]
- Riffe, D.; Lacy, S.; Fico, F.; Watson, B. Analyzing Media Messages: Using Quantitative Content Analysis in Research, 4th ed.; Taylor & Francis Group: New York, NY, USA; Oxon, UK, 2019. [Google Scholar]
- Lei, L.; Liu, D. Conducting Sentiment Analysis; Cambridge University Press: Cambridge, UK, 2021. [Google Scholar]
- Ilk, N.; Fan, S. Combining textual cues with social clues: Utilizing social features to improve sentiment analysis in social media. Decis. Sci. 2022, 53, 320–347. [Google Scholar] [CrossRef]
- Lai, L.S.L.; To, W.M. Content analysis of social media: A grounded theory approach. J. Electron. Commer. Res. 2015, 16, 138–152. [Google Scholar]
- Xu, J. Message Sensation and Cognition Values: Factors of Competition or Integration? Health Commun. 2015, 30, 589–597. [Google Scholar] [CrossRef] [PubMed]
- Harris, P.A.; Taylor, R.; Minor, B.L.; Elliott, V.; Fernandez, M.; O’Neal, L.; McLeod, L.; Delacqua, G.; Delacqua, F.; Kirby, J. The REDCap consortium: Building an international community of software platform partners. J. Biomed. Inform. 2019, 95, 103208. [Google Scholar] [CrossRef]
- Harris, P.A.; Taylor, R.; Thielke, R.; Payne, J.; Gonzalez, N.; Conde, J.G. Research electronic data capture (REDCap)—A metadata-driven methodology and workflow process for providing translational research informatics support. J. Biomed. Inform. 2009, 42, 377–381. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Jaramillo-Dent, D.; Contreras-Pulido, P.; Pérez-Rodríguez, A. Immigrant Influencers on TikTok: Diverse Microcelebrity Profiles and Algorithmic (In)Visibility. Media Commun. 2022, 10, 208–221. [Google Scholar] [CrossRef]
First Author, Date | Topic Area and Hashtags Selected | Areas of Focus | Detailed Focus |
---|---|---|---|
Basch, 2020 [16] | #coronavirus (one hashtag) | Video characteristics | Engagement (including comments) |
Content categories | Natural history and transmission/Prevention and precaution/Information delivery/Feelings | ||
Basch, 2021 [5] | #covidvaccine (one hashtag) | Video characteristics | Engagement/dance, music, or humour |
Content categories | Examples: False claim/parody or meme/development process/company identification | ||
Sentiment | Encouraged/discouraged a vaccine | ||
Basch, 2021 [15] | #dnatest (one hashtag) | Video characteristics | Engagement/dance, music, or humour/features person taking test |
Content categories | COVID DNA testing themes/ancestry | ||
Basch, 2021 [14] | #WearAMask (one hashtag) and WHO account posts | Video characteristics | Engagement/language/gender/dance, music, or humour |
Presenter characteristics | Consumer or professional | ||
Content categories | Mask use/guidelines for use/importance/comparisons | ||
Baumel, 2021 [17] | Mask effectiveness misinformation (four hashtags and most liked comment) | Presenter characteristics | Health care professionals |
Content quality | Scientific journal citations/misinformation | ||
Boatman, 2021 [21] | HPV vaccine (six hashtags) | Video characteristics | Engagement |
Presenter characteristics | Gender/qualifications | ||
Content categories | Cancer/prevention/gender/age range/doses/talk to doctor/side effects/genital warts | ||
Opinion of vaccine | Pro/anti/none | ||
Perceived intent of creator | Education/personal experience/opinion | ||
Herrick, 2021 [28] | #EDRecovery (one hashtag) | Content categories | ED awareness/inpatient stories/eating/transformations/humour |
Lovett, 2021 [29] | Radiology (top posts regardless of hashtag) | Video characteristics | Engagement/date/language |
Uploader characteristics | Number of followers/total videos posted/qualifications | ||
Content categories | Clinical/personal/promotional/work-related/COVID-19 related | ||
Southwick, 2021 [18] | #coronavirus (one hashtag) | Presenter characteristics | Narrative reliability |
Content categories | Misleading information/expose/health/maps/dancing/healthcare workers/political/radical comment/technology/editing/music | ||
Sentiment | Humour or parody/fear/empathy/neutral | ||
Sun, 2021 [30] | Vaping (nine hashtags) | Video characteristics | Engagement |
Uploader characteristics | Age group/gender | ||
Theme | Comedy and joke/lifestyle and acceptability/marketing/nicotine and addiction/vaping tricks/creativity and tips/warning | ||
Sentiment | Positive/negative/neutral (depiction of e-cigarette use) | ||
Unni, 2021 [19] | COVID-19 (eighteen hashtags (evolving) | Video characteristics | Engagement/date posted/URL/audio/caption |
Content categories | COVID warning/Pandemic life/business as usual/health-promoting practices/spreading positivity/promotional or promoted content/risky or concerning health practices | ||
Villa Ruiz, 2021 [24] | Dermatologic conditions (eight hashtags) | Presenter characteristics | Patient/qualifications |
Content categories | Patient experience/education/clinical demonstration/product review/tips/patient support/self-promotion/humour and entertainment | ||
Xu, 2021 [25] | #prostatecancer (one hashtag) | Video characteristics | Engagement/video length/setting |
Uploader characteristics | Engagement/gender/race/age group | ||
Content categories | Intended audience/main topic | ||
Zheng, 2021 [26] | #acne (one hashtag) | Video characteristics | Type/gender/physician specialty |
Uploader characteristics | Date posted | ||
Quality of content | Using validated instrument to assess reliability of medical information | ||
Ayalde, 2022 [22] | Energy drinks (four hashtags) | Video characteristics | Engagement/music |
Uploader characteristics | Verified user | ||
Presenter characteristics | Age/gender | ||
Content categories | Sponsorship disclosure/energy drinks present or consumed or risky/sexual elements | ||
Sentiment | Negative/neutral/positive | ||
Basch, 2022 [20] | #mentalhealth (one hashtag) | Video characteristics | Engagement/posting date |
Content categories | Mental health conditions/physical health/relationships/child or adolescent/statistics and prevalence/COVID-19/personal experience/coping techniques or treatment | ||
Themes (comments) | |||
Boatman, 2022 [21] | HPV messaging (six hashtags) | Video characteristics | Engagement |
Uploader characteristics | Gender/health profession qualifications | ||
Content categories | Education/personal experience/opinion/cancer/prevention/doses/side effects | ||
Sentiment (vaccine opinion) | Pro/anti/none given | ||
Liang, 2022 [23] | Takotsubo Syndrome (6 hashtags, Chinese language) | Video characteristics | Engagement/posting date/duration/use of characters/music/emoji/flash/subtitles |
Uploader characteristics | Engagement, profile information, qualifications | ||
Content quality | Using validated instrument to assess reliability of medical information | ||
Rutherford, 2022 [31] | Cannabis | Video characteristics | Engagement |
Uploader characteristics | Channel characteristics | ||
Presenter characteristics | Age group, gender | ||
Content categories | Humour and entertainment/lifestyle acceptability/endorsements and marketing/experiences/informative and how-to/creativity/warning | ||
Sentiment | Positive/negative/neutral (depiction of cannabis use) | ||
McBriar, 2023 [27] | #neurosurgery (one hashtag) | Video characteristics | Engagement, video length, hashtags used, date posted, audio, stitches, and duets |
Uploader characteristics | Qualifications and background of posting account | ||
Perceived intent of creator | Entertainment/educational/procedural/lifestyle | ||
Quality of content | Using validated instrument to assess reliability of medical information |
Content Variable | Question Prompt and Response Options | Definitions |
---|---|---|
Actors | How many people are in the video? 0, 1, 2, 3, 4, 5, >5 | The number of people or active “characters” who engage with the video/camera, or who are involved with/contribute to the video. Exclude narrator(s) if not pictured or their face is not shown. Hands do not count as a person; they must have their face in the video. |
Age | [For each person up to 5] What is the age of person x? Child (<18 years), adult >= 18 years, indistinguishable | “Indistinguishable” if the face is not pictured or clear, and can not be determined otherwise. A person will be characterised as “child” only if they are clearly a child less than 18 years. If there is some ambiguity, characterise as “adult”. |
Gender | [For each person up to 5] What is the gender presentation of person x? Female, male, non-binary, unclear, other not listed—specify | If the gender is stated (text or audio) characterise as that gender. If not stated, choose perception of gender presentation based on physical characteristics, dress, and other features. |
Setting | What is the background of the video? (select all that apply) Indoors, outdoors | The location of the video. |
Instructional | Is the video instructional or educational? Yes, no | The video demonstrates and/or explicitly states how to do something, or informs viewers about any subject either verbally, textually, or visually. |
Expertise | [if instructional or educational] Does the person claim to be an expert and/or professional on the subject? Yes, no What is their reputational claim? | “Yes”: the person leading the instruction or education makes a statement in text or audio that they have a qualification or professional standing that would lead the viewer to believe they are an authority on the subject. Reputational claim examples: health coach, psychologist, researcher. |
Sentiment | What is the overall sentiment of the video? Positive, negative, neutral | Using all aspects of the video, including verbal messages, music, and written messages:“Positive”: overall the video depicts the topic in a positive way; it may promote or encourage a behaviour or product, or indicate the user enjoys or is supportive of a behaviour. “Negative”: overall the video depicts the topic in a negative way; it may deter or discourage a behaviour or product, or indicate the user does not enjoy or is not supportive of a behaviour. “Neutral”: Overall the video does not depict a clear position on the behaviour or product, or is ambiguous. |
Mode | How is the information in the video communicated? (not mutually exclusive—select all that apply) Speech, text, visual, not applicable | “Speech”: one or more characters or the narrator speaking “Text”: text inserted into video or caption “Visual”: main point of the video is just filming something demonstrative, such as making a meal. |
Challenge | Is the video in response to a #challenge? Yes, no What is the name of the challenge? | TikTok challenges are started by users and often involve viewers completing a task or achievement and posting video proof with the hashtag attached. If there is a hashtag including the word “challenge” record this. (Note—for some popular challenges creators will not use the hashtag and specifically indicate it is a challenge, although regular viewers will recognise as a challenge. For consistency of coding, only categorise “Yes” if #challenge is used). |
Interaction | Does the TikTok video, caption, or hashtag encourage interaction from other users? Yes, no | This includes—but is not limited to—requesting viewers to “like”, “comment”, “follow” or “share”; or expressions along these words (e.g., “tell me what you think?). Some creators will say in the video or caption “like/share/comment if you can relate” or “follow for more tips” or similar. |
Duet | Is the video a duet? Yes, no | A TikTok duet plays split- or green-screened with another user’s TikTok video; it looks like two or more videos playing simultaneously and is commonly used in singing videos and reaction videos. Sometimes #duet is written in the caption. |
Stitching | Is there stitching involved? Yes, no | The video may incorporate a clip of another user’s video sequentially, often a snippet at the start of the video, to add a comment or react to it. Sometimes #stitch is written in the caption. |
Green screen | Is the green screen effect used? Yes, no | The green screen effect uses a recorded video and a different background or shape. |
Warning | Is there a warning or disclaimer present? Yes, no | “Yes”: Sometimes written: TW (trigger warning) and also includes TikTok’s warning bar that appears at the bottom of the video. |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Mandzufas, J.; Ayalde, J.; Ta, D.; Munro, E.; Paciente, R.; Pranoto, E.P.; King, K.; How, K.; Sincovich, A.; Brushe, M.; et al. The Investigation of Health-Related Topics on TikTok: A Descriptive Study Protocol. Digital 2023, 3, 97-108. https://doi.org/10.3390/digital3010007
Mandzufas J, Ayalde J, Ta D, Munro E, Paciente R, Pranoto EP, King K, How K, Sincovich A, Brushe M, et al. The Investigation of Health-Related Topics on TikTok: A Descriptive Study Protocol. Digital. 2023; 3(1):97-108. https://doi.org/10.3390/digital3010007
Chicago/Turabian StyleMandzufas, Joelie, Jeremiah Ayalde, Daniel Ta, Emily Munro, Rigel Paciente, Emmanuel Philip Pranoto, Kaelyn King, Kelly How, Alanna Sincovich, Mary Brushe, and et al. 2023. "The Investigation of Health-Related Topics on TikTok: A Descriptive Study Protocol" Digital 3, no. 1: 97-108. https://doi.org/10.3390/digital3010007
APA StyleMandzufas, J., Ayalde, J., Ta, D., Munro, E., Paciente, R., Pranoto, E. P., King, K., How, K., Sincovich, A., Brushe, M., Wickens, N., Wells, G., Woolard, A., Edmunds, M., Thomas, H., Trapp, G. S. A., & Lombardi, K. (2023). The Investigation of Health-Related Topics on TikTok: A Descriptive Study Protocol. Digital, 3(1), 97-108. https://doi.org/10.3390/digital3010007