在多机构网络中推进数据质量和适应性标准的多方面的方法
Hanieh Razzaghi1,2,3, Kimberley Dickinson1,2, Kaleigh Wieand1,2
1Applied Clinical Research Center, Children's Hospital of Philadelphia, Philadelphia, PA 19146, United States.
开发了一个新的数据质量 (DQ) 系统,以评估数据特征和分析适合研究. 这种多方面的系统提高了临床数据的可用性,用于网络研究和未来的合作.
科学领域:
- 生物医学信息学 生物医学信息学
- 数据科学数据科学数据科学
- 临床研究 临床研究
背景情况:
- 现有的数据质量计划往往缺乏模块化和灵活性.
- 网络数据提取和反复研究要求需要强有力的数据质量评估.
- 标准化对于改善临床数据适合预期用途至关重要.
研究的目的:
- 构建一个模块化,多方面的数据质量 (DQ) 系统.
- 评估数据特征和分析适应性,用于各种研究问题和用途.
- 提高数据质量检查的可重复使用性和可解释性.
主要方法:
- 开发了一个以5个标准为指导的数据质量系统:注释/文档,研究准备度测量,网络可重复性,用户灵活性和可解释性.
- 实施可重复使用的检查,并交互可视化结果.
- 专注于可适应不同数据模型 (例如,OMOP) 的模块化设计.
主要成果:
- 确定了10种检查类型,超过444个应用程序,部署在2个多机构网络中.
- 检查包括结构性合规性,共同的研究实用性和研究特定的定制性.
- 仪表板可视化结果,允许对数据源和掩盖需求进行用户定义的调整.
结论:
- 新的DQ评估系统解决了网络数据改进和研究使用方面的需求.
- 该系统具有能力,可部署和适应性,超越了具体案例的定制.
- 为未来的标准化和临床数据质量合作提供了必不可少的组件.
更多相关视频
06:32Author Spotlight: Automated Deep Brain Stimulation for Parkinson's Disease - Exploring the Possibilities and Challenges of Home Monitoring
Published on: July 14, 2023
08:01Biobank for Translational Medicine: Standard Operating Procedures for Optimal Sample Management
Published on: November 30, 2022
相关概念视频
Protein Networks
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
Protein Networks
Health Information Technology and Healthcare Information System
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
National Nursing Organizations II
The AACN emphasizes a healthy work environment through six standards to achieve an optimal patient outcome. The standards are appropriate staffing, meaningful recognition, collaboration, authentic leadership, effective communication, and decision-making. In addition, AACN provides certification programs, webinars, journals, and...
Data Validation
Nursing assessment guides are generally based on holistic models rather than medical...
Issues And Trends In Healthcare Delivery System
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
