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基于网络的仪表板分析,以支持在质量改进中使用国家审计数据:现实主义评价。

Analysis of a Web-Based Dashboard to Support the Use of National Audit Data in Quality Improvement: Realist Evaluation.

机构信息

Faculty of Health Studies, University of Bradford, Bradford, United Kingdom.

Wolfson Centre for Applied Health Research, Bradford, United Kingdom.

出版信息

J Med Internet Res. 2021 Nov 23;23(11):e28854. doi: 10.2196/28854.

Abstract

BACKGROUND

Dashboards can support data-driven quality improvements in health care. They visualize data in ways intended to ease cognitive load and support data comprehension, but how they are best integrated into working practices needs further investigation.

OBJECTIVE

This paper reports the findings of a realist evaluation of a web-based quality dashboard (QualDash) developed to support the use of national audit data in quality improvement.

METHODS

QualDash was co-designed with data users and installed in 8 clinical services (3 pediatric intensive care units and 5 cardiology services) across 5 health care organizations (sites A-E) in England between July and December 2019. Champions were identified to support adoption. Data to evaluate QualDash were collected between July 2019 and August 2021 and consisted of 148.5 hours of observations including hospital wards and clinical governance meetings, log files that captured the extent of use of QualDash over 12 months, and a questionnaire designed to assess the dashboard's perceived usefulness and ease of use. Guided by the principles of realist evaluation, data were analyzed to understand how, why, and in what circumstances QualDash supported the use of national audit data in quality improvement.

RESULTS

The observations revealed that variation across sites in the amount and type of resources available to support data use, alongside staff interactions with QualDash, shaped its use and impact. Sites resourced with skilled audit support staff and established reporting systems (sites A and C) continued to use existing processes to report data. A number of constraints influenced use of QualDash in these sites including that some dashboard metrics were not configured in line with user expectations and staff were not fully aware how QualDash could be used to facilitate their work. In less well-resourced services, QualDash automated parts of their reporting process, streamlining the work of audit support staff (site B), and, in some cases, highlighted issues with data completeness that the service worked to address (site E). Questionnaire responses received from 23 participants indicated that QualDash was perceived as useful and easy to use despite its variable use in practice.

CONCLUSIONS

Web-based dashboards have the potential to support data-driven improvement, providing access to visualizations that can help users address key questions about care quality. Findings from this study point to ways in which dashboard design might be improved to optimize use and impact in different contexts; this includes using data meaningful to stakeholders in the co-design process and actively engaging staff knowledgeable about current data use and routines in the scrutiny of the dashboard metrics and functions. In addition, consideration should be given to the processes of data collection and upload that underpin the quality of the data visualized and consequently its potential to stimulate quality improvement.

INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): RR2-10.1136/bmjopen-2019-033208.

摘要

背景

仪表盘可支持医疗保健领域的数据驱动型质量改进。它们以旨在减轻认知负担和支持数据理解的方式可视化数据,但需要进一步研究如何将其最佳整合到工作实践中。

目的

本文报告了对一个基于网络的质量仪表盘(QualDash)的实际评估结果,该仪表盘旨在支持使用国家审计数据进行质量改进。

方法

QualDash 与数据使用者共同设计,并于 2019 年 7 月至 12 月在英格兰的 5 家医疗保健机构(站点 A-E)的 8 个临床科室(3 个儿科重症监护病房和 5 个心脏病科)中安装。确定了拥护者以支持采用。在 2019 年 7 月至 2021 年 8 月期间收集了用于评估 QualDash 的数据,包括 148.5 小时的观察,包括医院病房和临床治理会议,记录了 12 个月内使用 QualDash 的程度的日志文件,以及旨在评估仪表盘的有用性和易用性的问卷。受实际评估原则的指导,对数据进行了分析,以了解 QualDash 如何、为何以及在何种情况下支持将国家审计数据用于质量改进。

结果

观察结果表明,站点之间可用资源的数量和类型(包括支持数据使用的技能型审计支持人员)以及员工与 QualDash 的交互方式,塑造了其使用和影响。配备了熟练的审计支持人员和既定报告系统的站点(站点 A 和 C)继续使用现有的报告数据流程。一些限制因素影响了这些站点对 QualDash 的使用,包括一些仪表盘指标与用户的预期不符,并且员工不完全了解如何使用 QualDash 来促进他们的工作。在资源配置较差的服务中,QualDash 自动化了其报告流程的部分流程,简化了审计支持人员的工作(站点 B),并且在某些情况下,突出了数据完整性方面的问题,服务正在努力解决(站点 E)。从 23 名参与者那里收到的问卷回复表明,尽管在实践中使用情况各不相同,但 QualDash 被认为是有用且易于使用的。

结论

基于网络的仪表盘有可能支持数据驱动的改进,提供对可视化效果的访问,帮助用户解决有关护理质量的关键问题。本研究的结果指出了仪表盘设计可以改进的方法,以优化在不同情况下的使用和影响;这包括在共同设计过程中使用对利益相关者有意义的数据,并积极让了解当前数据使用和常规情况的员工参与到仪表盘指标和功能的审查中。此外,应考虑支持可视化数据质量的质量的采集和上传流程,进而影响其促进质量改进的潜力。

国际注册报告标识符(IRRID):RR2-10.1136/bmjopen-2019-033208。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/deb7/8663683/5995564650e9/jmir_v23i11e28854_fig1.jpg

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