医学和健康领域的数据空间:技术,应用和挑战
Wan-Fei Hu1, Si-Zhu Wu2, Qing Qian3
1Institute of Medical Information/Medical Library, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100020, China.
概括
医疗和健康数据空间提供创新的数据管理解决方案. 应对技术,数据整合和治理方面的挑战是解锁精准医学和个性化医疗保健的关键.
科学领域:
- 医疗信息学 医疗信息学
- 数据科学数据科学数据科学
- 医疗技术 医疗技术 医学技术
背景情况:
- 医疗和卫生部门越来越多地采用创新的数据管理和共享模式.
- 数据空间正在成为处理复杂健康数据的关键解决方案.
研究的目的:
- 探索医学和卫生领域数据空间的概念框架和关键技术.
- 分析现实世界的数据空间应用程序,比较它们的架构,互操作性和隐私措施.
- 确定挑战,并为医疗和健康数据空间提出未来方向.
主要方法:
- 数据空间原则和技术的概念分析.
- 对现有的医疗和健康数据空间进行比较案例研究分析.
- 识别技术,法律,道德和组织方面的挑战.
主要成果:
- 关键技术包括分布式存储,标准化,互操作性,安全性,隐私,分析和评估.
- 案例研究揭示了目的,架构,互操作性和隐私保护方面的差异.
- 确定的挑战包括有限的计算资源,数据集成的复杂性,算法需求,不清楚的数据所有权和治理问题.
结论:
- 技术创新,强有力的法规和优化管理对于推进医疗和健康数据空间至关重要.
- 安全和高效的数据利用将推动医疗保健的精度,智能化和个性化.
- 解决法律,道德和组织障碍对于成功实施至关重要.
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