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MedTok or MythTok? Classifying Health Misinformation on TikTok with AI.
Elisavet Andrikopoulou1, Nicholas Talam1, Aikaterini Kanta1
1School of Computing, PAIDS Research Centre, Faculty of Technology, University of Portsmouth, United Kingdom.
TikTok health videos on diabetic foot care often contain misinformation. Over 42% of analyzed content had false claims, potentially delaying treatment and worsening outcomes for patients seeking digital health education.
Area of Science:
- Digital Health
- Medical Misinformation
- Artificial Intelligence in Healthcare
Background:
- Social media platforms like TikTok are primary sources of health information for younger demographics.
- The lack of regulation on social media health content poses risks of medical misinformation.
- Diabetic foot care is a critical area where accurate information is essential to prevent severe complications.
Purpose of the Study:
- To evaluate the clinical accuracy of TikTok videos concerning diabetic foot care.
- To identify the prevalence and nature of medical misinformation in this context.
- To assess the alignment of TikTok content with established clinical guidelines.
Main Methods:
- An AI-assisted framework was employed to analyze 619 TikTok transcripts on diabetic foot care.
- Content accuracy was benchmarked against guidelines from the American Diabetes Association (ADA), International Working Group on the Diabetic Foot (IWGDF), and the Infectious Diseases Society of America (IDSA).
- Semantic analysis was used to understand thematic focus and information gaps.
Main Results:
- Over 42% of analyzed TikTok transcripts contained misleading or false claims regarding diabetic foot care.
- Some videos presented partially accurate information, but significant portions included advice that could be detrimental.
- Semantic analysis revealed an overemphasis on complications like amputation, with insufficient focus on prevention and early intervention.
Conclusions:
- A substantial portion of TikTok content on diabetic foot care is clinically inaccurate, posing risks to patient health.
- There is a critical need for improved digital health literacy and responsible content creation on social media.
- Addressing medical misinformation in online health education is paramount for ensuring positive patient outcomes.
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