论文标题

影响临床决策中采用人类合作的因素

Factors that influence the adoption of human-AI collaboration in clinical decision-making

论文作者

Hemmer, Patrick, Schemmer, Max, Riefle, Lara, Rosellen, Nico, Vössing, Michael, Kühl, Niklas

论文摘要

人工智能(AI)的最新发展促进了人类合作的出现,即AI是同性伴侣的环境。特别是在临床决策中,它有可能通过协助过度劳累的医疗专业人员来提高治疗质量。尽管研究已经开始调查AI用于临床决策的利用,但其潜在的好处并不意味着医疗专业人员的采用。尽管几项研究已经开始从技术角度分析采用标准,但提供以人为中心的观点的研究,重点是AI成为决策过程中的同等团队成员的潜力仍然有限。因此,在这项工作中,我们通过与医疗保健领域的专家进行一系列半结构化访谈来确定采用人类合作的因素。我们确定了六个相关的采用因素,并强调了它们之间的现有紧张局势与有效的人类协作。

Recent developments in Artificial Intelligence (AI) have fueled the emergence of human-AI collaboration, a setting where AI is a coequal partner. Especially in clinical decision-making, it has the potential to improve treatment quality by assisting overworked medical professionals. Even though research has started to investigate the utilization of AI for clinical decision-making, its potential benefits do not imply its adoption by medical professionals. While several studies have started to analyze adoption criteria from a technical perspective, research providing a human-centered perspective with a focus on AI's potential for becoming a coequal team member in the decision-making process remains limited. Therefore, in this work, we identify factors for the adoption of human-AI collaboration by conducting a series of semi-structured interviews with experts in the healthcare domain. We identify six relevant adoption factors and highlight existing tensions between them and effective human-AI collaboration.

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