在Azure存储库 (SEDAR) 中开发和验证SickKids企业数据
Lin Lawrence Guo1, Maryann Calligan1, Emily Vettese1
1Program in Child Health Evaluative Sciences, The Hospital for Sick Children, Toronto, Canada.
Heliyon
|November 29, 2023
概括
在Azure存储库 (SEDAR) 中的SickKids企业数据将电子健康记录 (EHR) 数据转换为三个方案,改善了数据可访问性和可用性,用于包括研究和机器学习在内的各种应用.
科学领域:
- 医疗信息学 医疗信息学
- 数据管理数据管理
- 云计算 云计算 云计算 云计算
背景情况:
- 电子健康记录 (EHR) 数据由于复杂性和用户需求的多样化,对直接利用提出了挑战.
- 疾病儿童医院 (SickKids) 试图提高电子健康记录数据的可访问性和可用性.
研究的目的:
- 描述电子健康记录 (EHR) 数据利用的顺序转换方案的发展.
- 通过基于云的存储库,为多种用户类型实现数据访问.
主要方法:
- 在Azure存储库 (SEDAR) 中使用了Microsoft Azure用于SickKids企业数据.
- 开发了三个连续的方案:过方案,策划方案和SK-OMOP方案.
- 实施夜间数据更新和验证流程.
主要成果:
- 成功地在Azure中传输和更新了Epic Clarity数据.
- 通过策划方案实现了更好的数据结构和查询性能.
- SK-OMOP计划促进了研究和机器学习,其概念映射覆盖率为80%.
结论:
- 顺序图表方法有效地解决了不同的EHR数据访问要求.
- 建议在其他机构进行进一步的验证,以评估可通用性.
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