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人工智能在牙科教育中的应用:大型语言模型和多模态基础模型的机遇与挑战。

Artificial Intelligence in Dental Education: Opportunities and Challenges of Large Language Models and Multimodal Foundation Models.

机构信息

Pediatric Dentistry, Nationwide Children's Hospital, Columbus, OH, United States.

Department of Pediatrics, The Ohio State University College of Medicine, Columbus, OH, United States.

出版信息

JMIR Med Educ. 2024 Sep 27;10:e52346. doi: 10.2196/52346.

Abstract

Instructional and clinical technologies have been transforming dental education. With the emergence of artificial intelligence (AI), the opportunities of using AI in education has increased. With the recent advancement of generative AI, large language models (LLMs) and foundation models gained attention with their capabilities in natural language understanding and generation as well as combining multiple types of data, such as text, images, and audio. A common example has been ChatGPT, which is based on a powerful LLM-the GPT model. This paper discusses the potential benefits and challenges of incorporating LLMs in dental education, focusing on periodontal charting with a use case to outline capabilities of LLMs. LLMs can provide personalized feedback, generate case scenarios, and create educational content to contribute to the quality of dental education. However, challenges, limitations, and risks exist, including bias and inaccuracy in the content created, privacy and security concerns, and the risk of overreliance. With guidance and oversight, and by effectively and ethically integrating LLMs, dental education can incorporate engaging and personalized learning experiences for students toward readiness for real-life clinical practice.

摘要

教学和临床技术一直在改变牙科教育。随着人工智能(AI)的出现,AI 在教育中的应用机会增加了。随着生成式 AI 的最新进展,大型语言模型(LLM)和基础模型因其在自然语言理解和生成方面的能力以及结合多种类型的数据(如文本、图像和音频)而受到关注。一个常见的例子是 ChatGPT,它是基于一个强大的 LLM——GPT 模型。本文讨论了在牙科教育中纳入 LLM 的潜在好处和挑战,重点讨论了牙周图表的使用案例,以概述 LLM 的能力。LLM 可以提供个性化的反馈、生成案例场景和创建教育内容,有助于提高牙科教育的质量。然而,也存在挑战、限制和风险,包括创建内容的偏差和不准确、隐私和安全问题,以及过度依赖的风险。在指导和监督下,通过有效地、合乎道德地整合 LLM,牙科教育可以为学生提供参与式和个性化的学习体验,为他们准备好实际的临床实践。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/27a6/11451510/de4fbf06774c/mededu-v10-e52346-g001.jpg

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