WLCD:与女性癌症有关的生活方式数据集
Alireza Ardalani1, Mojtaba Daneshvar2
1Iran University of Science and Technology, Tehran, Iran.
BMC research notes
|August 23, 2023
概括
社交媒体文本挖掘揭示了公众对生活方式因素和女性癌症的看法. 这些数据有助于医疗保健提供者制定更好的癌症预防和护理患者管理策略.
科学领域:
- 公共卫生 公共卫生
- 计算语言学 计算语言学
- 在瘤学瘤学.
背景情况:
- 社交媒体文本挖掘对于了解癌症等疾病患者的经历至关重要.
- 生活方式因素 (饮食,运动,酒精,吸烟) 与癌症风险有关,特别是在女性中.
- 监测女性癌症趋势需要最新的数据分析.
研究的目的:
- 利用社交媒体数据分析公众对生活方式因素和女性癌症的看法.
- 识别与癌症风险因素相关的知识差距和经验.
- 为女性癌症的初级保健管理策略提供信息.
主要方法:
- 从社交媒体 (推文) 创建六个数据集,重点关注营养,运动,酒精,吸烟和一般生活方式.
- 数据集汇总了生活方式组件,共计27,882条推文.
- 对生活方式和女性癌症的公共话语的分析.
主要成果:
- 提取了关于生活方式选择影响女性癌症的各种公共观点.
- 获得了对公众知识和癌症风险因素的个人经验的洞察力.
- 在有关癌症预防和生活方式的在线讨论中确定了关键主题.
结论:
- 社交媒体文本挖掘为公众对生活方式和女性癌症的看法提供了宝贵的见解.
- 结果可以指导医疗保健提供者在量身定制患者教育和管理.
- 这种方法支持针对癌症控制的积极的公共卫生战略.
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