Corey H. Basch , Carlee Denholtz , Rafael Gonzalez Castillo , Christie Jaime
{"title":"抖音时代的公共卫生:麻疹叙事的内容分析","authors":"Corey H. Basch , Carlee Denholtz , Rafael Gonzalez Castillo , Christie Jaime","doi":"10.1016/j.ijid.2025.108055","DOIUrl":null,"url":null,"abstract":"<div><h3>Objectives</h3><div>This cross-sectional study aimed to analyze TikTok content related to measles.</div></div><div><h3>Methods</h3><div>TikTok videos tagged #measles were sampled by selecting the first 100 results. Using a structured codebook, videos were classified by source, tone, vaccination stance, content focus, target audience, and Vitamin A mention. Engagement metrics were analyzed using t-tests or Wilcoxon rank-sum tests for binary predictors and two-way ANOVA for source–tone interactions. Analyses were conducted in Excel and RStudio.</div></div><div><h3>Results</h3><div>The 100 TikTok videos tagged with #measles in this sample garnered over 30 million views, with experts producing 44% of them. Expert-created videos received significantly more views, likes, favorites, and comments than non-expert ones, and tone was linked to differences in saves, with an expertise–tone interaction affecting comments. Most coded content features, such as conspiracy theories, policy mentions, side effects, or Vitamin A, appeared in fewer than 5% of videos and showed no significant relationship to engagement. Two-way ANOVAs confirmed that comments were the only metric significantly influenced by the interplay between expertise and tone, with no other meaningful interactions observed.</div></div><div><h3>Conclusions</h3><div>These results highlight the importance of credible messengers and carefully chosen tone to maximize audience engagement with measles-related content on TikTok. Future research is needed to determine whether such engagement translates into changes in vaccine attitudes or behaviors.</div></div>","PeriodicalId":14006,"journal":{"name":"International Journal of Infectious Diseases","volume":"160 ","pages":"Article 108055"},"PeriodicalIF":4.3000,"publicationDate":"2025-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Public health in the age of TikTok: A content analysis of measles narratives\",\"authors\":\"Corey H. Basch , Carlee Denholtz , Rafael Gonzalez Castillo , Christie Jaime\",\"doi\":\"10.1016/j.ijid.2025.108055\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Objectives</h3><div>This cross-sectional study aimed to analyze TikTok content related to measles.</div></div><div><h3>Methods</h3><div>TikTok videos tagged #measles were sampled by selecting the first 100 results. Using a structured codebook, videos were classified by source, tone, vaccination stance, content focus, target audience, and Vitamin A mention. Engagement metrics were analyzed using t-tests or Wilcoxon rank-sum tests for binary predictors and two-way ANOVA for source–tone interactions. Analyses were conducted in Excel and RStudio.</div></div><div><h3>Results</h3><div>The 100 TikTok videos tagged with #measles in this sample garnered over 30 million views, with experts producing 44% of them. Expert-created videos received significantly more views, likes, favorites, and comments than non-expert ones, and tone was linked to differences in saves, with an expertise–tone interaction affecting comments. Most coded content features, such as conspiracy theories, policy mentions, side effects, or Vitamin A, appeared in fewer than 5% of videos and showed no significant relationship to engagement. Two-way ANOVAs confirmed that comments were the only metric significantly influenced by the interplay between expertise and tone, with no other meaningful interactions observed.</div></div><div><h3>Conclusions</h3><div>These results highlight the importance of credible messengers and carefully chosen tone to maximize audience engagement with measles-related content on TikTok. Future research is needed to determine whether such engagement translates into changes in vaccine attitudes or behaviors.</div></div>\",\"PeriodicalId\":14006,\"journal\":{\"name\":\"International Journal of Infectious Diseases\",\"volume\":\"160 \",\"pages\":\"Article 108055\"},\"PeriodicalIF\":4.3000,\"publicationDate\":\"2025-09-11\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Journal of Infectious Diseases\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1201971225002772\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"INFECTIOUS DISEASES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Infectious Diseases","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1201971225002772","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"INFECTIOUS DISEASES","Score":null,"Total":0}
Public health in the age of TikTok: A content analysis of measles narratives
Objectives
This cross-sectional study aimed to analyze TikTok content related to measles.
Methods
TikTok videos tagged #measles were sampled by selecting the first 100 results. Using a structured codebook, videos were classified by source, tone, vaccination stance, content focus, target audience, and Vitamin A mention. Engagement metrics were analyzed using t-tests or Wilcoxon rank-sum tests for binary predictors and two-way ANOVA for source–tone interactions. Analyses were conducted in Excel and RStudio.
Results
The 100 TikTok videos tagged with #measles in this sample garnered over 30 million views, with experts producing 44% of them. Expert-created videos received significantly more views, likes, favorites, and comments than non-expert ones, and tone was linked to differences in saves, with an expertise–tone interaction affecting comments. Most coded content features, such as conspiracy theories, policy mentions, side effects, or Vitamin A, appeared in fewer than 5% of videos and showed no significant relationship to engagement. Two-way ANOVAs confirmed that comments were the only metric significantly influenced by the interplay between expertise and tone, with no other meaningful interactions observed.
Conclusions
These results highlight the importance of credible messengers and carefully chosen tone to maximize audience engagement with measles-related content on TikTok. Future research is needed to determine whether such engagement translates into changes in vaccine attitudes or behaviors.
期刊介绍:
International Journal of Infectious Diseases (IJID)
Publisher: International Society for Infectious Diseases
Publication Frequency: Monthly
Type: Peer-reviewed, Open Access
Scope:
Publishes original clinical and laboratory-based research.
Reports clinical trials, reviews, and some case reports.
Focuses on epidemiology, clinical diagnosis, treatment, and control of infectious diseases.
Emphasizes diseases common in under-resourced countries.