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人们对使用医学人工智能的抵触情绪差异:通过潜在剖面分析识别亚组

Diversity in people's reluctance to use medical artificial intelligence: Identifying subgroups through latent profile analysis.

作者信息

Wang Haixia, Sun Qiaoqiao, Gu Li, Lai Kaisheng, He Lingnan

机构信息

School of Journalism and Communication, Jinan University, Guangzhou, China.

Guangdong Medical Doctor Association, Guangzhou, China.

出版信息

Front Artif Intell. 2022 Oct 6;5:1006173. doi: 10.3389/frai.2022.1006173. eCollection 2022.

Abstract

Medical artificial intelligence (AI) is important for future health care systems. Research on medical AI has examined people's reluctance to use medical AI from the knowledge, attitude, and behavioral levels in isolation using a variable-centered approach while overlooking the possibility that there are subpopulations of people who may differ in their combined level of knowledge, attitude and behavior. To address this gap in the literature, we adopt a person-centered approach employing latent profile analysis to consider people's medical AI objective knowledge, subjective knowledge, negative attitudes and behavioral intentions. Across two studies, we identified three distinct medical AI profiles that systemically varied according to people's trust in and perceived risk imposed by medical AI. Our results revealed new insights into the nature of people's reluctance to use medical AI and how individuals with different profiles may characteristically have distinct knowledge, attitudes and behaviors regarding medical AI.

摘要

医学人工智能对未来的医疗保健系统至关重要。医学人工智能研究采用以变量为中心的方法,孤立地从知识、态度和行为层面考察了人们对使用医学人工智能的抵触情绪,却忽略了这样一种可能性,即存在一些亚人群,他们在知识、态度和行为的综合水平上可能存在差异。为了弥补文献中的这一空白,我们采用以人为主的方法,运用潜在剖面分析来考量人们的医学人工智能客观知识、主观知识、负面态度和行为意图。在两项研究中,我们识别出三种不同的医学人工智能剖面,它们根据人们对医学人工智能的信任程度和感知到的医学人工智能带来的风险而系统性地变化。我们的研究结果揭示了关于人们抵触使用医学人工智能的本质的新见解,以及不同剖面的个体在医学人工智能方面可能具有不同的知识、态度和行为的特点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ad38/9583399/f448662dd1bb/frai-05-1006173-g0001.jpg

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