A Sociotechnical Systems Framework for the Application of Artificial Intelligence in Health Care Delivery.

IF 2.2 Q3 ENGINEERING, INDUSTRIAL Journal of Cognitive Engineering and Decision Making Pub Date : 2022-12-01 Epub Date: 2022-05-11 DOI:10.1177/15553434221097357
Megan E Salwei, Pascale Carayon
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引用次数: 8

Abstract

In the coming years, artificial intelligence (AI) will pervade almost every aspect of the health care delivery system. AI has the potential to improve patient safety (e.g. diagnostic accuracy) as well as reduce the burden on clinicians (e.g. documentation-related workload); however, these benefits are yet to be realized. AI is only one element of a larger sociotechnical system that needs to be considered for effective AI application. In this paper, we describe the current challenges of integrating AI into clinical care and propose a sociotechnical systems (STS) approach for AI design and implementation. We demonstrate the importance of an STS approach through a case study on the design and implementation of a clinical decision support (CDS). In order for AI to reach its potential, the entire work system as well as clinical workflow must be systematically considered throughout the design of AI technology.

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人工智能在卫生保健服务中的应用的社会技术系统框架。
在未来几年,人工智能(AI)将渗透到医疗服务系统的几乎每一个方面。人工智能有可能改善患者安全(例如诊断准确性),并减轻临床医生的负担(例如与文件相关的工作量);然而,这些好处尚未实现。人工智能只是一个更大的社会技术系统的一个元素,需要考虑有效的人工智能应用。在本文中,我们描述了将人工智能整合到临床护理中的当前挑战,并提出了一种用于人工智能设计和实施的社会技术系统(STS)方法。我们通过对临床决策支持(CDS)的设计和实施的案例研究来证明STS方法的重要性。为了使人工智能发挥其潜力,必须在整个人工智能技术设计过程中系统地考虑整个工作系统以及临床工作流程。
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来源期刊
CiteScore
4.60
自引率
10.00%
发文量
21
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