Richardson Safiya, Dauber-Decker Katherine, Solomon Jeffrey, Khan Sundas, Barnaby Douglas, Chelico John, Qiu Michael, Liu Yan, Mann Devin, Pekmezaris Renee, McGinn Thomas, Diefenbach Michael
New York University Grossman School of Medicine, New York, NY, United States.
Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY, United States.
JMIR Res Protoc. 2023 Jan 18;12:e42653. doi: 10.2196/42653.
The improvements in care resulting from clinical decision support (CDS) have been significantly limited by consistently low health care provider adoption. Health care provider attitudes toward CDS, specifically psychological and behavioral barriers, are not typically addressed during any stage of CDS development, although they represent an important barrier to adoption. Emerging evidence has shown the surprising power of using insights from the field of behavioral economics to address psychological and behavioral barriers. Nudges are formal applications of behavioral economics, defined as positive reinforcement and indirect suggestions that have a nonforced effect on decision-making.
Our goal is to employ a user-centered design process to develop a CDS tool-the pulmonary embolism (PE) risk calculator-for PE risk stratification in the emergency department that incorporates a behavior theory-informed nudge to address identified behavioral barriers to use.
All study activities took place at a large academic health system in the New York City metropolitan area. Our study used a user-centered and behavior theory-based approach to achieve the following two aims: (1) use mixed methods to identify health care provider barriers to the use of an active CDS tool for PE risk stratification and (2) develop a new CDS tool-the PE risk calculator-that addresses behavioral barriers to health care providers' adoption of CDS by incorporating nudges into the user interface. These aims were guided by the revised Observational Research Behavioral Information Technology model. A total of 50 clinicians who used the original version of the tool were surveyed with a quantitative instrument that we developed based on a behavior theory framework-the Capability-Opportunity-Motivation-Behavior framework. A semistructured interview guide was developed based on the survey responses. Inductive methods were used to analyze interview session notes and audio recordings from 12 interviews. Revised versions of the tool were developed that incorporated nudges.
Functional prototypes were developed by using Axure PRO (Axure Software Solutions) software and usability tested with end users in an iterative agile process (n=10). The tool was redesigned to address 4 identified major barriers to tool use; we included 2 nudges and a default. The 6-month pilot trial for the tool was launched on October 1, 2021.
Clinicians highlighted several important psychological and behavioral barriers to CDS use. Addressing these barriers, along with conducting traditional usability testing, facilitated the development of a tool with greater potential to transform clinical care. The tool will be tested in a prospective pilot trial.
INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/42653.
临床决策支持(CDS)带来的护理改善一直受到医疗服务提供者采用率持续低下的严重限制。尽管医疗服务提供者对CDS的态度,特别是心理和行为障碍,是采用的重要障碍,但在CDS开发的任何阶段通常都未得到解决。新出现的证据表明,利用行为经济学领域的见解来解决心理和行为障碍具有惊人的力量。助推是行为经济学的正式应用,定义为对决策产生非强制性影响的积极强化和间接建议。
我们的目标是采用以用户为中心的设计过程,开发一种CDS工具——肺栓塞(PE)风险计算器,用于急诊科的PE风险分层,该工具纳入了一种基于行为理论的助推,以解决已识别的使用行为障碍。
所有研究活动均在纽约市大都市地区的一家大型学术医疗系统进行。我们的研究采用了以用户为中心且基于行为理论的方法,以实现以下两个目标:(1)使用混合方法识别医疗服务提供者在使用主动CDS工具进行PE风险分层方面的障碍;(2)开发一种新 的CDS工具——PE风险计算器,通过在用户界面中纳入助推来解决医疗服务提供者采用CDS的行为障碍。这些目标以修订后的观察性研究行为信息技术模型为指导。我们使用基于行为理论框架——能力-机会-动机-行为框架开发的定量工具,对总共50名使用该工具原始版本的临床医生进行了调查。根据调查回复制定了一份半结构化访谈指南。采用归纳法分析了12次访谈的访谈记录和录音。开发了纳入助推的工具修订版。
使用Axure PRO(Axure软件解决方案)软件开发了功能原型,并在迭代敏捷过程中对最终用户进行了可用性测试(n = 10)。该工具经过重新设计,以解决4个已识别的工具使用主要障碍;我们纳入了2个助推和1个默认设置。该工具的6个月试点试验于2021年10月1日启动。
临床医生强调了CDS使用中的几个重要心理和行为障碍。解决这些障碍,以及进行传统的可用性测试,有助于开发一种更有潜力改变临床护理的工具。该工具将在前瞻性试点试验中进行测试。
国际注册报告识别号(IRRID):DERR1-10.2196/42653。