Suppr超能文献

优化电子健康记录中的临床决策支持。与使用肺栓塞急诊患者处置决策工具相关的临床特征。

Optimizing Clinical Decision Support in the Electronic Health Record. Clinical Characteristics Associated with the Use of a Decision Tool for Disposition of ED Patients with Pulmonary Embolism.

作者信息

Ballard Dustin W, Vemula Ridhima, Chettipally Uli K, Kene Mamata V, Mark Dustin G, Elms Andrew K, Lin James S, Reed Mary E, Huang Jie, Rauchwerger Adina S, Vinson David R

机构信息

Dustin W. Ballard, 1600 Los Gamos Drive, Suite 220, San Rafael, CA 94903, Email:

出版信息

Appl Clin Inform. 2016 Sep 21;7(3):883-98. doi: 10.4338/ACI-2016-05-RA-0073.

Abstract

OBJECTIVE

Adoption of clinical decision support (CDS) tools by clinicians is often limited by workflow barriers. We sought to assess characteristics associated with clinician use of an electronic health record-embedded clinical decision support system (CDSS).

METHODS

In a prospective study on emergency department (ED) activation of a CDSS tool across 14 hospitals between 9/1/14 to 4/30/15, the CDSS was deployed at 10 active sites with an on-site champion, education sessions, iterative feedback, and up to 3 gift cards/clinician as an incentive. The tool was also deployed at 4 passive sites that received only an introductory educational session. Activation of the CDSS - which calculated the Pulmonary Embolism Severity Index (PESI) score and provided guidance - and associated clinical data were collected prospectively. We used multivariable logistic regression with random effects at provider/facility levels to assess the association between activation of the CDSS tool and characteristics at: 1) patient level (PESI score), 2) provider level (demographics and clinical load at time of activation opportunity), and 3) facility level (active vs. passive site, facility ED volume, and ED acuity at time of activation opportunity).

RESULTS

Out of 662 eligible patient encounters, the CDSS was activated in 55%: active sites: 68% (346/512); passive sites 13% (20/150). In bivariate analysis, active sites had an increase in activation rates based on the number of prior gift cards the physician had received (96% if 3 prior cards versus 60% if 0, p<0.0001). At passive sites, physicians < age 40 had higher rates of activation (p=0.03). In multivariable analysis, active site status, low ED volume at the time of diagnosis and PESI scores I or II (compared to III or higher) were associated with higher likelihood of CDSS activation.

CONCLUSIONS

Performing on-site tool promotion significantly increased odds of CDSS activation. Optimizing CDSS adoption requires active education.

摘要

目的

临床医生对临床决策支持(CDS)工具的采用往往受到工作流程障碍的限制。我们试图评估与临床医生使用电子健康记录嵌入式临床决策支持系统(CDSS)相关的特征。

方法

在一项于2014年9月1日至2015年4月30日期间对14家医院急诊科启用CDSS工具的前瞻性研究中,CDSS被部署在10个活跃站点,配有现场支持人员、开展教育课程、提供迭代反馈,并为每位临床医生提供多达3张礼品卡作为激励。该工具也被部署在4个被动站点,这些站点仅接受了一次入门教育课程。前瞻性收集CDSS的启用情况(计算肺栓塞严重程度指数(PESI)评分并提供指导)及相关临床数据。我们使用在提供者/机构层面具有随机效应的多变量逻辑回归,以评估CDSS工具的启用与以下特征之间的关联:1)患者层面(PESI评分),2)提供者层面(启用机会时的人口统计学和临床工作量),以及3)机构层面(活跃站点与被动站点、机构急诊科就诊量以及启用机会时的急诊科 acuity)。

结果

在662例符合条件的患者就诊中,CDSS的启用率为55%:活跃站点为68%(346/512);被动站点为13%(20/150)。在双变量分析中,活跃站点的启用率根据医生之前收到的礼品卡数量而增加(如果之前收到3张卡,启用率为96%,而如果之前收到0张卡,启用率为60%,p<0.0001)。在被动站点,年龄小于40岁的医生启用率更高(p=0.03)。在多变量分析中,活跃站点状态、诊断时急诊科就诊量低以及PESI评分I或II(与III或更高相比)与CDSS启用的可能性更高相关。

结论

进行现场工具推广显著增加了CDSS启用的几率。优化CDSS的采用需要积极的教育。

相似文献

2
Usability Evaluation of a Clinical Decision Support System for Geriatric ED Pain Treatment.
Appl Clin Inform. 2016 Mar 9;7(1):128-42. doi: 10.4338/ACI-2015-08-RA-0108. eCollection 2016.
5
Increasing Safe Outpatient Management of Emergency Department Patients With Pulmonary Embolism: A Controlled Pragmatic Trial.
Ann Intern Med. 2018 Dec 18;169(12):855-865. doi: 10.7326/M18-1206. Epub 2018 Nov 13.
6
8
10
Avoiding alert fatigue in pulmonary embolism decision support: a new method to examine 'trigger rates'.
Evid Based Med. 2016 Dec;21(6):203-207. doi: 10.1136/ebmed-2016-110440. Epub 2016 Sep 23.

引用本文的文献

6
Will Big Data and personalized medicine do the gender dimension justice?
AI Soc. 2023;38(2):829-841. doi: 10.1007/s00146-021-01234-9. Epub 2021 Jun 1.
8
Effect of Clinical Decision Support on Diagnostic Imaging for Pediatric Appendicitis: A Cluster Randomized Trial.
JAMA Netw Open. 2021 Feb 1;4(2):e2036344. doi: 10.1001/jamanetworkopen.2020.36344.
10
Randomized controlled trial of a clinical decision support system for painful polyneuropathy.
Muscle Nerve. 2020 May;61(5):640-644. doi: 10.1002/mus.26774. Epub 2019 Dec 18.

本文引用的文献

7
Designing Real-time Decision Support for Trauma Resuscitations.
Acad Emerg Med. 2015 Sep;22(9):1076-84. doi: 10.1111/acem.12747. Epub 2015 Aug 24.
8
Improving emergency physician performance using audit and feedback: a systematic review.
Am J Emerg Med. 2015 Oct;33(10):1505-14. doi: 10.1016/j.ajem.2015.07.039. Epub 2015 Jul 23.
9
Incentive-Based Primary Care: Cost and Utilization Analysis.
Perm J. 2015 Fall;19(4):46-56. doi: 10.7812/TPP/15-045. Epub 2015 Aug 5.
10
Emergency Department Management of Atrial Fibrillation and Flutter and Patient Quality of Life at One Month Postvisit.
Ann Emerg Med. 2015 Dec;66(6):646-654.e2. doi: 10.1016/j.annemergmed.2015.04.011. Epub 2015 May 29.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验