检测医疗保健中数字双胞胎的潜在主题和趋势:基于结构性主题模型的系统审查
Bo Sheng1,2, Zheyu Wang1, Yujiao Qiao3
1School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China.
Digital health
|October 17, 2023
概括
数字双胞胎 (DTs) 正在改变医疗保健,专注于技术和个性化服务. 研究趋势显示,由于COVID-19和新兴技术等因素,人们对"健康增强"应用越来越感兴趣.
科学领域:
- 数字健康数字健康
- 生物医学信息学 生物医学信息学
- 医疗保健技术 技术 医疗保健 技术
背景情况:
- 数字双胞胎 (DTs) 在医疗保健中越来越突出,为疾病治疗和健康改善提供了新的方法.
- 需要进行全面的审查,以分析当前的研究环境,并确定DT+医疗领域的新兴趋势.
研究的目的:
- 量化审查医疗保健中数字双胞胎研究的内容,重点和趋势.
- 通过将范围扩大到包括"疾病治疗"和"健康改善"来分析DT+医疗保健领域.
主要方法:
- 使用结构主题建模 (STM),一种数据挖掘技术,用于主题分析.
- 从主要的学术数据库 (谷歌学者,科学网络,CNKI) 收集和分析了2018年至2022年间发表的94篇高质量的论文.
主要成果:
- 研究主要集中在技术开发 (AI,物联网) 和应用场景 (个性化,精确,实时服务) 上.
- 研究话题的受欢迎程度受到政策,COVID-19和技术进步的影响.
- 观察到,人们普遍倾向于"健康增强"主题.
结论:
- 实时能力和准确性对于未来医疗保健中数据技术的发展至关重要.
- 像omics和Metaverse这样的新兴技术为DT应用提供了新的机会.
- 本综述为DT+医疗领域的研究人员提供了定量见解和指导.
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