利用人工智能分析阿拉伯青年和成年人癌症预防的数字健康信息:内容分析
Alia Komsany1, Obada Al Zoubi2, Laetitia Sebaaly3
1Division of General Internal Medicine, Weill Cornell Medicine, New York City, NY, United States.
JMIR infodemiology
|February 9, 2026
概括
阿拉伯语TikTok关于预防癌症的视频很吸引人,但往往缺乏质量和科学支持. 人工智能工具对分析有希望,但需要多式联络方法来准确评估内容.
科学领域:
- 公共卫生 公共卫生
- 数字健康数字健康
- 预防癌症 预防癌症
背景情况:
- 虽然TikTok是越来越多的健康信息来源,但阿拉伯语言的癌症预防内容的质量是未知的.
- 缺乏文化相关的,基于证据的信息可能会加剧癌症知识和预防差异.
- 大型语言模型 (LLM) 提供了可扩展的分析,但它们在代表性不足的语言中用于短视频的应用并不成熟.
研究的目的:
- 描述和评估有关预防癌症的阿拉伯TikTok视频的质量.
- 探索LLMs对于可扩展的分析这些内容的实用性.
主要方法:
- 采集了使用TikTok研究API和GPT辅助关键字策略的阿拉伯TikTok视频 (2021-2024年).
- 分析了前25%最多人观看的视频 (N=30) 内容类型,癌症焦点,上传者,语气,引文和免责声明.
- 使用患者教育材料评估工具和全球质量表 (GQS) 评估视频质量;将GPT-4注释与人类编码进行比较.
主要成果:
- 排名前30位的视频获得了超过2160万次浏览;饮食和替代疗法是常见的主题.
- 只有6.6%的视频引用了科学文献;一般性,乳腺和宫癌是最常见的.
- 视频往往缺乏可理解性 (53%) 和可操作性 (60%);情感框架的内容具有高参与度,但GQS得分较低.
- 医生产生了更高质量的内容;GPT-4显示癌症类型和GQS的高一致性,但对声音的低一致性.
结论:
- 阿拉伯语TikTok癌症预防内容具有吸引力,但质量高度可变,尽管信息价值较低,但情感内容受到青.
- 人工智能工具对可扩展的,多语言的健康内容分析充满希望.
- 多模式人工智能方法对于视频内容中视听和音色特征的准确解释是必要的.
相关概念视频
Cancer Prevention
8.2K
Several factors can increase the risk of cancer in an individual. About 50% of cancer cases can be prevented by adopting a healthy lifestyle, regular exercise, eating healthy, and following a modest cancer prevention diet. Epidemiological studies have consistently shown that populations with vegetable and fruit-rich diets have reduced the incidence of cancer. On the other hand, populations who have a diet rich in animal fat, red meat, junk food, or high calories are predisposed to cancer.
Some...
Some...
8.2K
Levels of Health Promotion and Illness Prevention
14.8K
Health promotion allows a person to control the determinants of health, resulting in an improved health status. It enhances the quality of life and reduces premature deaths. Health promotion and illness prevention programs help people make beneficial choices to reduce the risk of disease and disabilities. There are three health promotion and illness prevention levels: primary, secondary, and tertiary prevention.
In primary prevention, actions taken before disease onset prevent the disease from...
In primary prevention, actions taken before disease onset prevent the disease from...
14.8K
Models of Health Promotion and Illness Prevention I
2.9K
A model is a theoretical way to understand a concept or an idea. Models can overcome barriers to health regardless of diverse economic and cultural backgrounds. In addition, models make the task easier by providing different ways to approach complex issues. There are two major health promotion models: the health belief model and the health promotion model.
The health belief model (HBM) attempts to predict health-related behavior in specific belief patterns. According to the HBM, a person's...
The health belief model (HBM) attempts to predict health-related behavior in specific belief patterns. According to the HBM, a person's...
2.9K
Models of Health Promotion and Illness Prevention II
2.2K
The person's health status fluctuates continually, varying from being in good health to becoming ill and returning to being healthy. To understand the concept of illness prevention, there are two models. First, the health-illness continuum model is a graphic representation of an individual's wellness. It states that a person is considered healthy in the absence of physical disease and the presence of good emotional health.
The agent-host-environment model states that disease results...
The agent-host-environment model states that disease results...
2.2K
Cancer Survival Analysis
774
Cancer survival analysis focuses on quantifying and interpreting the time from a key starting point, such as diagnosis or the initiation of treatment, to a specific endpoint, such as remission or death. This analysis provides critical insights into treatment effectiveness and factors that influence patient outcomes, helping to shape clinical decisions and guide prognostic evaluations. A cornerstone of oncology research, survival analysis tackles the challenges of skewed, non-normally...
774
Qualitative Analysis
24.8K
For solutions containing mixtures of different cations, the identity of each cation can be determined by qualitative analysis. This technique involves a series of selective precipitations with different chemical reagents, each reaction producing a characteristic precipitate for a specific group of cations. Metal ions within a group are further separated by varying the pH, heating the mixture to redissolve a precipitate, or adding other reagents to form complex ions.
For instance, group IV...
For instance, group IV...
24.8K


