Developing an Actionable Taxonomy of Persistent Hypertension Using Electronic Health Records.

IF 6.9 2区 医学
Yuan Lu, Cindy Xinxin Du, Hazar Khidir, César Caraballo, Shiwani Mahajan, Erica S Spatz, Leslie A Curry, Harlan M Krumholz
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引用次数: 0

Abstract

Background: The digital transformation of medical data presents opportunities for novel approaches to manage patients with persistent hypertension. We sought to develop an actionable taxonomy of patients with persistent hypertension (defined as 5 or more consecutive measurements of blood pressure ≥160/100 mmHg over time) based on data from the electronic health records.

Methods: This qualitative study was a content analysis of clinician notes in the electronic health records of patients in the Yale New Haven Health System. Eligible patients were 18 to 85 years and had blood pressure ≥160/100 mmHg at 5 or more consecutive outpatient visits between January 1, 2013 and October 31, 2018. A total of 1664 patients met criteria, of which 200 records were randomly selected for chart review. Through a systematic, inductive approach, we developed a rubric to abstract data from the electronic health records and then analyzed the abstracted data qualitatively using conventional content analysis until saturation was reached.

Results: We reached saturation with 115 patients, who had a mean age of 66.0 (SD, 11.6) years; 54.8% were female; 52.2%, 30.4%, and 13.9% were White, Black, and Hispanic patients. We identified 3 content domains related to persistence of hypertension: (1) non-intensification of pharmacological treatment, defined as absence of antihypertensive treatment intensification in response to persistent severely elevated blood pressure; (2) non-implementation of prescribed treatment, defined as a documentation of provider recommending a specified treatment plan to address hypertension but treatment plan not being implemented; and (3) non-response to prescribed treatment, defined as clinician-acknowledged persistent hypertension despite documented effort to escalate existing pharmacologic agents and addition of additional pharmacologic agents with presumption of adherence.

Conclusions: This study presents a novel actionable taxonomy for classifying patients with persistent hypertension by their contributing causes based on electronic health record data. These categories can be automated and linked to specific types of actions to address them.

利用电子健康记录开发可操作的持续性高血压分类。
背景:医疗数据的数字化转型为管理持续性高血压患者提供了新方法。我们试图根据电子健康记录的数据,为持续性高血压患者(定义为连续5次或更多次血压≥160/100 mmHg)制定一种可操作的分类方法。方法:本定性研究对耶鲁大学纽黑文医疗系统患者电子病历中的临床医师笔记进行内容分析。符合条件的患者年龄为18至85岁,在2013年1月1日至2018年10月31日期间连续5次或以上门诊就诊血压≥160/100 mmHg。符合标准的患者共1664例,随机抽取200例进行病历回顾。通过系统的归纳方法,我们开发了一个从电子健康记录中抽象数据的规则,然后使用常规的内容分析对抽象数据进行定性分析,直到达到饱和。结果:115例患者达到饱和,平均年龄66.0岁(SD, 11.6);女性占54.8%;白人、黑人和西班牙裔患者分别占52.2%、30.4%和13.9%。我们确定了与高血压持续性相关的3个内容域:(1)药物治疗未强化,定义为在持续严重血压升高时没有加强降压治疗;(2)未执行规定治疗,定义为提供者推荐特定治疗计划以解决高血压,但治疗计划未被执行的文件;(3)对处方治疗无反应,定义为临床医生承认的持续性高血压,尽管有文献记载的努力升级现有的药物和增加额外的药物,并假定坚持服用。结论:本研究提出了一种新的可操作的分类法,可根据电子健康记录数据根据病因对持续性高血压患者进行分类。这些分类可以自动化,并链接到特定类型的操作来处理它们。
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来源期刊
Circulation. Cardiovascular Quality and Outcomes
Circulation. Cardiovascular Quality and Outcomes Medicine-Cardiology and Cardiovascular Medicine
CiteScore
9.80
自引率
2.90%
发文量
357
期刊介绍: Circulation: Cardiovascular Quality and Outcomes, an American Heart Association journal, publishes articles related to improving cardiovascular health and health care. Content includes original research, reviews, and case studies relevant to clinical decision-making and healthcare policy. The online-only journal is dedicated to furthering the mission of promoting safe, effective, efficient, equitable, timely, and patient-centered care. Through its articles and contributions, the journal equips you with the knowledge you need to improve clinical care and population health, and allows you to engage in scholarly activities of consequence to the health of the public. Circulation: Cardiovascular Quality and Outcomes considers the following types of articles: Original Research Articles, Data Reports, Methods Papers, Cardiovascular Perspectives, Care Innovations, Novel Statistical Methods, Policy Briefs, Data Visualizations, and Caregiver or Patient Viewpoints.
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