Alliance for Healthier Communities, 500-970 Lawrence Ave West, Toronto, Ontario, M6A 3B6, Canada.
Canadian Institute for Health Information, 4110 Yonge Street, North York, Ontario, M2P 2B7, Canada.
Int J Med Inform. 2020 Aug;140:104159. doi: 10.1016/j.ijmedinf.2020.104159. Epub 2020 May 19.
Although barriers exist to secondary use of primary care electronic medical record (EMR) data, the Alliance for Healthier Communities (the Alliance) in Ontario, Canada has successfully created one of the largest structured primary care EMR datasets in Canada. In 2018, the Alliance and the Canadian Institute for Health Information (CIHI), an organization that provides comparable and actionable data to accelerate improvements in health across Canada, entered into a partnership to share EMR data. In this paper, we describe (i) the processes that enabled the collection of structured EMR data by the Alliance; (ii) how CIHI connected with the Alliance to share data and assess its quality; and, (iii) demonstrate the value of linking structured EMR data to administrative acute care data in illustrating the patient journey through the care continuum, using COPD as a case study.
CIHI and the Alliance entered into a formal data sharing agreement that enabled the sharing of linkable structured EMR data by the Alliance's 75 community health centres (CHCs) with CIHI. By leveraging the Alliance's Business Intelligence Reporting Tool, 3 years of EMR data containing patient-level clinical data were shared with CIHI. CIHI assessed the EMR data quality using its Data Source Assessment Tool to ensure fitness for analytical use. By linking the patient level EMR records with hospital records (CIHI's discharge abstract database (DAD) and the national ambulatory care reporting system (NACRS)), we examined aspects of COPD patient management in primary care and followed their journey through the health care continuum, including follow-up in primary care after hospital discharge.
Alliance EMR data representing approximately 570,000 patients and 8.5 million primary care encounters between April 1, 2015 and March 31, 2018 were shared with CIHI. A data quality assessment, centered on completeness and concordance, confirmed that the data was fit for analytical purposes. Overall, 13,023 enrolled primary care patients were identified as having COPD, representing an overall crude prevalence of 8.7%. The average age of COPD patients was 64 years and equally affected males and females. Patients were most likely to have completed high school education or equivalent, speak English, live alone, and have a household income less than $15,000. They most commonly had between 10-19 primary care encounters a year with a range of providers where they most commonly sought services for health advice/ instructions, to discuss their treatment plans and for medication renewals. By linking the EMR data to CIHI's NACRS and DAD, we found that 74.1% of COPD patients had at least one ED visit and that 34.4% of COPD patients had at least one acute care hospitalization during the study period. Further, 16.2% of ED visits resulted in an acute care hospital admission. Of those hospitalized, the majority of COPD patients were discharged home (81.6%) and received timely follow-up in primary care (81.0% within 30 days).
Structured and linkable EMR data provides opportunities to examine the patient journey through the care continuum in an innovative way. Using structured EMR data from the Alliance, linked with CIHI's NACRS and DAD databases, we were able to generate a cohort of patients with COPD, explore the complexities of their primary care encounters and follow them through the continuum of care, namely emergency department visits and hospitalizations. It is hoped that the partnership between the Alliance and CIHI will help drive future efforts on addressing the gap in comparable EMR data in Canada, and internationally.
尽管初级保健电子病历(EMR)数据的二次利用存在障碍,但加拿大安大略省的健康社区联盟(联盟)已经成功创建了加拿大最大的结构化初级保健 EMR 数据集之一。2018 年,联盟和加拿大卫生信息研究所(CIHI)——一家为加拿大各地的健康改善提供可比和可操作数据的组织——建立了合作伙伴关系,以共享 EMR 数据。在本文中,我们描述了:(i)联盟收集结构化 EMR 数据的流程;(ii)CIHI 如何与联盟联系以共享数据并评估其质量;以及,(iii)通过将结构化 EMR 数据与行政急性护理数据进行链接,展示链接后的 COPD 患者管理的连续性,使用 COPD 作为案例研究。
CIHI 和联盟签订了一份正式的数据共享协议,使联盟的 75 个社区健康中心(CHC)能够与 CIHI 共享可链接的结构化 EMR 数据。通过利用联盟的商业智能报告工具,我们共享了包含患者级临床数据的 3 年 EMR 数据。CIHI 使用其数据源评估工具评估 EMR 数据质量,以确保其适合分析使用。通过将患者级 EMR 记录与医院记录(CIHI 的出院摘要数据库(DAD)和国家门诊护理报告系统(NACRS))进行链接,我们研究了 COPD 患者在初级保健中的管理方面,并跟踪他们在医疗保健连续体中的旅程,包括在出院后在初级保健中的后续护理。
联盟 EMR 数据代表了 2015 年 4 月 1 日至 2018 年 3 月 31 日期间的大约 57 万患者和 850 万次初级保健就诊,与 CIHI 共享。以完整性和一致性为中心的数据质量评估证实,这些数据适合分析目的。总体而言,13023 名注册的初级保健患者被确定为患有 COPD,总体粗患病率为 8.7%。COPD 患者的平均年龄为 64 岁,男性和女性患病率相同。患者最有可能完成高中教育或同等学历,会说英语,独居,家庭收入低于 15000 加元。他们最常见的是每年与 10-19 名初级保健提供者进行 10-19 次就诊,最常寻求的服务是健康建议/指导、讨论他们的治疗计划和药物续方。通过将 EMR 数据与 CIHI 的 NACRS 和 DAD 进行链接,我们发现 74.1%的 COPD 患者至少有一次急诊就诊,34.4%的 COPD 患者在研究期间至少有一次急性护理住院治疗。此外,16.2%的急诊就诊导致急性护理住院。住院患者中,大多数 COPD 患者被出院回家(81.6%),并在 30 天内及时接受初级保健的后续治疗(81.0%)。
结构化和可链接的 EMR 数据为以创新方式检查患者在护理连续体中的旅程提供了机会。通过使用联盟的结构化 EMR 数据,与 CIHI 的 NACRS 和 DAD 数据库进行链接,我们能够生成一个 COPD 患者队列,研究他们初级保健就诊的复杂性,并跟踪他们在医疗保健连续体中的就诊情况,即急诊就诊和住院治疗。希望联盟和 CIHI 之间的合作将有助于推动加拿大乃至国际上可比 EMR 数据方面的未来努力。