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Effects of a Differential Diagnosis List of Artificial Intelligence on Differential Diagnoses by Physicians: An Exploratory Analysis of Data from a Randomized Controlled Study

机译:人工智能差异诊断列表对医生差异诊断的影响:随机对照研究数据的探索性分析

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摘要

A diagnostic decision support system (DDSS) is expected to reduce diagnostic errors. However, its effect on physicians’ diagnostic decisions remains unclear. Our study aimed to assess the prevalence of diagnoses from artificial intelligence (AI) in physicians’ differential diagnoses when using AI-driven DDSS that generates a differential diagnosis from the information entered by the patient before the clinical encounter on physicians’ differential diagnoses. In this randomized controlled study, an exploratory analysis was performed. Twenty-two physicians were required to generate up to three differential diagnoses per case by reading 16 clinical vignettes. The participants were divided into two groups, an intervention group, and a control group, with and without a differential diagnosis list of AI, respectively. The prevalence of physician diagnosis identical with the differential diagnosis of AI (primary outcome) was significantly higher in the intervention group than in the control group (70.2% vs. 55.1%, p 10% higher in the intervention group than in the control group, except for attending physicians, and physicians who did not trust AI. This study suggests that at least 15% of physicians’ differential diagnoses were affected by the differential diagnosis list in the AI-driven DDSS.
机译:预计诊断决策支持系统(DDSS)将减少诊断错误。然而,它对医生诊断决策的影响仍然不明确。我们的研究旨在评估医生差异诊断中从人工智能(AI)中诊断的患病率,当使用患者在临床遭遇之前从患者进入的信息诊断到医生的差异诊断之前产生差异的DDS。在该随机对照研究中,进行了探索性分析。通过阅读16个临床小插曲,需要22个医生每案产生最多三种差异诊断。参与者分为两组,干预组和对照组,分别有和没有AI的差异诊断列表。在干预组中,与AI差异诊断相同的医生诊断的患病率比对照组在对照组(70.2%对照组中,P10%高于对照组),除了参加医生和不信任AI的医生外。本研究表明,至少15%的医生差异诊断受到AI驱动DDS中的差异诊断清单的影响。

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