基于虚拟现实与人工智能技术相结合的牙科认知负荷优化教学新模式研究进展

IF 1.6 4区 医学 Q3 DENTISTRY, ORAL SURGERY & MEDICINE
Bingxu Lu, Ziming Wei, Xiaolan Li, Yaping Yin, Jiajia Linghu, Yunyi Wang, Lei Chen, Zhaoqiang Zhang
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引用次数: 0

摘要

背景:在过去的几十年里,虚拟现实(VR)和人工智能(AI)技术取得了显著的进步,扩展到包括牙科教育在内的各个领域。目的:全面回顾VR和AI技术在牙科培训中的应用,重点探讨其对认知负荷管理和技能提升的影响。本研究通过范围综述的方式,系统地总结了现有文献,探讨了这些技术的应用效果,并探讨了未来的发展方向。方法:本研究采用范围审查方法,并使用PubMed、IEEE explore和谷歌Scholar等数据库进行文献检索。关键词包括“虚拟现实”、“人工智能”、“牙科培训”、“医学教育”和“认知负荷”。“认知负荷”。根据系统评价和荟萃分析指南的首选报告项目对收集到的文献进行筛选和评估,重点关注具有严谨方法、详细数据分析和有效结论的研究。结果:VR提供了身临其境的交互式3D环境,允许用户在受控的虚拟环境中安全地练习复杂的程序。人工智能通过机器学习算法和大数据分析,自动化和优化图像识别、自然语言处理和决策支持等功能,增强了这种体验。虚拟现实和人工智能通过提供实时反馈和个性化学习途径,显著提高了学生的技术技能和临床决策能力。尽管有这些好处,但诸如高成本、系统复杂性和用户接受度等挑战仍然是广泛实现的重大障碍。讨论:虚拟现实和人工智能技术的融合在优化牙科教育的认知负荷和提高临床技能方面具有巨大的潜力。有效的策略,包括任务分解、动态内容适应和实时反馈机制,是最大化学习成果的核心。目前的培训系统已经证明了在牙科培训中应用这些技术的实际好处。然而,需要进一步的研究来评估它们的长期影响,成本效益和可扩展性,以更广泛地应用于牙科教育。结论:虚拟现实和人工智能技术提供了一个综合的培训平台,可以提高技能习得和认知负荷管理,从而为革新牙科教育带来了巨大的希望。为了充分利用这些技术的潜在优势,持续的进步及其在现实训练场景中的战略应用至关重要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Progress of a Novel Dentistry Teaching Model Based on the Combination of Virtual Reality and Artificial Intelligence Technologies in Optimizing Cognitive Load: A Systematic Review.

Background: Virtual reality (VR) and artificial intelligence (AI) technologies have advanced significantly over the past few decades, expanding into various fields, including dental education.

Purpose: To comprehensively review the application of VR and AI technologies in dentistry training, focusing on their impact on cognitive load management and skill enhancement. This study systematically summarizes the existing literature by means of a scoping review to explore the effects of the application of these technologies and to explore future directions.

Methods: This study utilized a scoping review approach and a literature search using databases such as PubMed, IEEE Xplore, and Google Scholar. Keywords included "virtual reality", "artificial intelligence", "dental training", "medical education", and "cognitive load". "cognitive load". The collected literature was screened and evaluated according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines, focusing on studies with rigorous methodology, detailed data analysis, and valid conclusions.

Results: VR offers immersive, interactive 3D environments, allowing users to safely practice complex procedures in a controlled virtual setting. AI enhances this experience by automating and optimizing functions such as image recognition, natural language processing, and decision support through machine learning algorithms and big data analytics. Together, VR and AI significantly enhance students' technical skills and clinical decision-making abilities by providing real-time feedback and personalized learning pathways. Despite these benefits, challenges such as high costs, system complexity, and user acceptance still pose significant obstacles to widespread implementation.

Discussion: The integration of VR and AI technologies presents significant potential for optimizing cognitive load and enhancing clinical skills in dental education. Effective strategies, including task decomposition, dynamic content adaptation, and real-time feedback mechanisms, are central to maximizing learning outcomes. Current training systems have demonstrated the practical benefits of applying these technologies in dental training. However, further research is required to evaluate their long-term impact, cost-effectiveness, and scalability for broader application in dental education.

Conclusion: VR and AI technologies hold significant promise for revolutionizing dental education by offering an integrated training platform that enhances both skill acquisition and cognitive load management. To fully harness the potential benefits of these technologies, ongoing advancements and their strategic application in real-world training scenarios are essential.

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来源期刊
Journal of Dental Education
Journal of Dental Education 医学-牙科与口腔外科
CiteScore
3.50
自引率
21.70%
发文量
274
审稿时长
3-8 weeks
期刊介绍: The Journal of Dental Education (JDE) is a peer-reviewed monthly journal that publishes a wide variety of educational and scientific research in dental, allied dental and advanced dental education. Published continuously by the American Dental Education Association since 1936 and internationally recognized as the premier journal for academic dentistry, the JDE publishes articles on such topics as curriculum reform, education research methods, innovative educational and assessment methodologies, faculty development, community-based dental education, student recruitment and admissions, professional and educational ethics, dental education around the world and systematic reviews of educational interest. The JDE is one of the top scholarly journals publishing the most important work in oral health education today; it celebrated its 80th anniversary in 2016.
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