在Twitter上进行儿童癌症传播:自然语言处理和定性内容分析
Nancy Lau1,2, Xin Zhao2, Alison O'Daffer3,4
1Center for Child Health, Behavior and Development, Seattle Children's Research Institute, Seattle, WA, United States.
JMIR cancer
|May 7, 2024
概括
像Twitter (X) 这样的社交媒体平台为儿童癌症传播提供了宝贵的见解. 尽管有疫情,关于儿科癌症的推特显示出积极的情绪,重点关注意识,个人经验和治疗信息.
科学领域:
- 社交媒体研究 社交媒体研究
- 在瘤学领域的数字通信.
- 公共卫生监督是对公共卫生的监督.
背景情况:
- 在COVID-19大流行期间,Twitter (X) 成为主要的社交媒体平台,拥有超过200万条与癌症相关的帖子.
- 社交媒体的兴起促进了理解不同利益相关者之间的癌症沟通的新方法.
研究的目的:
- 分析儿科癌症相关的推文,以了解患者,幸存者,护理人员和提供者的经验.
- 在COVID-19大流行期间,评估Twitter上儿童癌症讨论的公众情绪和内容.
主要方法:
- 通过Twitter API,从2019年12月到2022年5月收集了全球英语儿科癌症推特.
- 使用Bing,AFINN和NRC词典进行情绪分析,通过ChatGPT验证.
- 在tweet子集上进行定性内容分析,以确定关键主题.
主要成果:
- 确定了161,135个独特的儿科癌症推特,情绪分析显示,积极的语言比负面的语言更多.
- 最积极的词包括"支持"和"爱";最负面的词包括"悲伤"和"风险".
- 定性分析强调了公众意识,个人经验,研究,护理人员支持和治疗信息等主题.
结论:
- 推特是研究全球儿科癌症传播和公众情绪的有效工具.
- 儿童癌症推特显示了整体的积极情绪,重点关注健康信息,社会支持和意识.
- 该平台促进了与儿科癌症护理相关的研究结果和政策信息的传播.
关键词:
在 COVID-19 疫情中,他们的推特是Twitter.我们的态度 态度 态度 态度 态度他们的态度和态度.癌症 癌症 癌症 癌症 癌症癌症 癌症 癌症 癌症护理人员的护理人员孩子孩子孩子孩子孩子孩子儿童健康 儿童健康儿童 青年 年轻人通信 通信 通信 通信 通信.经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验经验.瘤学 在瘤学方面.意见 意见 意见 意见意见 意见 意见 意见 意见儿科 儿科 儿科儿科 儿科 儿科 儿科感知 感知 感知 感知感知 感知 感知 感知这是一个前景,一个视角,一个视角.这就是前景,前景,前景.情绪的情绪是情绪的情绪社交媒体 社交媒体推文 推文 推文 推文推特发出一些推文.相关概念视频
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