对尿路感染管理的个性化见解:对在线咨询数据的文本挖掘分析
Ruijie Tang1,2, Peiqi Zhu1,2, Ruxue Yan1,2
1The First School of Clinical Medicine, Nanjing University of Chinese Medicine, Nanjing, China.
Digital health
|November 3, 2025
概括
在线健康咨询显示,尿路感染 (UTI) 患者经历了显著的痛苦,特别是在性活动方面. 这些见解可以改善对尿路感染患者的在线健康平台支持.
科学领域:
- 医疗信息学 医疗信息学
- 公共卫生 公共卫生
- 数字健康数字健康
背景情况:
- 尿路感染 (UTI) 很常见,影响生活质量并引起心理困扰.
- 在线健康咨询 (OHC) 平台越来越多地用于医疗指导和疾病管理.
研究的目的:
- 通过对OHC相互作用的分析,探索尿路感染患者的担忧和困难.
- 了解患者对尿路感染管理和支持的看法.
主要方法:
- 分析了18479个匿名的UTI相关在线咨询记录 (2020-2024年).
- 利用BERTopic进行主题提取和生成AI进行情绪分析.
主要成果:
- 确定了六个关键主题,包括症状挑战,诊断,性活动病因和围产期考虑.
- 情感分析显示,主要是负面情绪",与性活动相关的病因学"显示97%的负面情绪.
结论:
- 在线社区在支持尿路感染患者方面发挥着至关重要的作用.
- 研究结果为医疗保健提供者,平台开发者和决策者提供了宝贵的见解,以加强患者护理和支持系统.
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