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人工智能与牙科伦理学:范围综述。

Artificial Intelligence and Ethics in Dentistry: A Scoping Review.

机构信息

Algora Lab, Université de Montréal, Montréal, QC, Canada.

Mila-Institut Québécois d'Intelligence Artificielle, Montréal, QC, Canada.

出版信息

J Dent Res. 2021 Dec;100(13):1452-1460. doi: 10.1177/00220345211013808. Epub 2021 Jun 1.

Abstract

Dentistry increasingly integrates artificial intelligence (AI) to help improve the current state of clinical dental practice. However, this revolutionary technological field raises various complex ethical challenges. The objective of this systematic scoping review is to document the current uses of AI in dentistry and the ethical concerns or challenges they imply. Three health care databases (MEDLINE [PubMed], SciVerse Scopus, and Cochrane Library) and 2 computer science databases (ArXiv, IEEE Xplore) were searched. After identifying 1,553 records, the documents were filtered, and a full-text screening was performed. In total, 178 studies were retained and analyzed by 8 researchers specialized in dentistry, AI, and ethics. The team used Covidence for data extraction and Dedoose for the identification of ethics-related information. PRISMA guidelines were followed. Among the included studies, 130 (73.0%) studies were published after 2016, and 93 (52.2%) were published in journals specialized in computer sciences. The technologies used were neural learning techniques for 75 (42.1%), traditional learning techniques for 76 (42.7%), or a combination of several technologies for 20 (11.2%). Overall, 7 countries contributed to 109 (61.2%) studies. A total of 53 different applications of AI in dentistry were identified, involving most dental specialties. The use of initial data sets for internal validation was reported in 152 (85.4%) studies. Forty-five ethical issues (related to the use AI in dentistry) were reported in 22 (12.4%) studies around 6 principles: prudence (10 times), equity (8), privacy (8), responsibility (6), democratic participation (4), and solidarity (4). The ratio of studies mentioning AI-related ethical issues has remained similar in the past years, showing that there is no increasing interest in the field of dentistry on this topic. This study confirms the growing presence of AI in dentistry and highlights a current lack of information on the ethical challenges surrounding its use. In addition, the scarcity of studies sharing their code could prevent future replications. The authors formulate recommendations to contribute to a more responsible use of AI technologies in dentistry.

摘要

牙科越来越多地整合人工智能(AI)技术,以帮助改善当前的临床牙科实践。然而,这一革命性的技术领域引发了各种复杂的伦理挑战。本系统综述的目的是记录 AI 在牙科中的当前用途以及它们所隐含的伦理问题或挑战。我们检索了三个医疗保健数据库(MEDLINE [PubMed]、SciVerse Scopus 和 Cochrane Library)和两个计算机科学数据库(ArXiv、IEEE Xplore)。在确定了 1553 条记录后,对文献进行了筛选,并进行了全文筛选。共有 178 项研究被保留下来,并由 8 名专门从事牙科、AI 和伦理学的研究人员进行了分析。该团队使用 Covidence 进行数据提取,使用 Dedoose 识别与伦理相关的信息。本研究遵循 PRISMA 指南。在所纳入的研究中,130 项(73.0%)研究发表于 2016 年后,93 项(52.2%)发表于计算机科学专业期刊。所使用的技术包括神经学习技术 75 项(42.1%)、传统学习技术 76 项(42.7%)或几种技术的组合 20 项(11.2%)。总体而言,7 个国家为 109 项(61.2%)研究做出了贡献。共确定了 53 项 AI 在牙科中的不同应用,涉及大多数牙科专业。152 项(85.4%)研究报告了内部验证的初始数据集的使用。22 项(12.4%)研究报告了 45 项与 AI 在牙科中的使用相关的伦理问题,这些研究涉及 6 项原则:谨慎(10 次)、公平(8 次)、隐私(8 次)、责任(6 次)、民主参与(4 次)和团结(4 次)。近年来,提到 AI 相关伦理问题的研究比例保持不变,这表明牙科领域对这一主题的兴趣没有增加。本研究证实了 AI 在牙科中的应用日益增多,并强调了目前缺乏有关其使用所带来的伦理挑战的信息。此外,缺乏分享其代码的研究可能会阻止未来的复制。作者提出了一些建议,以促进更负责任地使用 AI 技术在牙科中的应用。

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