Department of Medicine, Mount Sinai School of Medicine, New York, United States.
Int J Med Inform. 2012 Dec;81(12):821-7. doi: 10.1016/j.ijmedinf.2012.08.008. Epub 2012 Sep 26.
The importance of a nationwide health information infrastructure (NHII) is widely recognized. Patient data may be stored where it happens to be created (the distributed or institution-centric model) or in one place for a given patient (the centralized or patient-centric model). Minimal data is available regarding the performance implications of these alternative architectural choices.
To help identify the architecture best suited for efficient and complete nationwide health information exchange based on the large-scale operational characteristics of these architectures.
We used simulation to study the impact of health care record (data) fragmentation and probability of encounter on transaction volume and data retrieval failure rate as markers of performance for each of the above architectures.
Data fragmentation and the probability of encounter directly correlate with transaction volume and are significantly higher for the distributed model when the number of data nodes >4 (p<0.0001). The number of data retrieval failures increases in proportion to fragmentation and is significantly higher for the distributed model when the number of data nodes ≥2 (p<0.0059).
In simulation studies, the distributed model scaled poorly in terms of data availability and integrity with a higher failure rate when compared to the centralized model of data storage. Choice of architecture may have implications on the efficiency, usability, and effectiveness of the NHII at the point of care.
建立全国性卫生信息基础设施(NHII)的重要性已得到广泛认可。患者数据可以存储在创建数据的地方(分布式或机构为中心的模型),也可以存储在一个地方供特定患者使用(集中式或患者为中心的模型)。关于这些替代架构选择的性能影响,数据很少。
根据这些架构的大规模操作特点,帮助确定最适合高效和完整的全国性卫生信息交换的架构。
我们使用模拟来研究医疗记录(数据)碎片化和遇到概率对每个上述架构的交易量和数据检索失败率的影响,这些指标可作为性能的标志。
数据碎片化和遇到概率与交易量直接相关,当数据节点数>4 时,分布式模型的数据碎片化和遇到概率明显更高(p<0.0001)。数据检索失败的数量与碎片化成比例增加,当数据节点数≥2 时,分布式模型的数据检索失败率明显更高(p<0.0059)。
在模拟研究中,与集中式数据存储模型相比,分布式模型在数据可用性和完整性方面的扩展性较差,失败率更高。架构的选择可能会对护理点的 NHII 的效率、可用性和有效性产生影响。