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人工智能在医学教育中的进展:全面概述

Advancements in artificial intelligence transforming medical education: a comprehensive overview.

作者信息

Khakpaki Aliasghar

机构信息

Faculty of Nursing and Midwifery Tabriz University of Medical Sciences, Tabriz, Iran.

出版信息

Med Educ Online. 2025 Dec;30(1):2542807. doi: 10.1080/10872981.2025.2542807. Epub 2025 Aug 12.

DOI:10.1080/10872981.2025.2542807
PMID:40798935
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12351741/
Abstract

BACKGROUND

Artificial intelligence (AI) is revolutionizing medical education by introducing innovative tools and reshaping traditional teaching and learning methods. AI technologies such as virtual and augmented reality, adaptive learning platforms, and AI-driven assessments are increasingly recognized for their potential to enhance diagnostic precision, clinical decision-making, and personalized learning experiences.

OBJECTIVE

This narrative review explores the current trends, challenges, and innovations associated with the integration of AI in medical education. It aims to critically examine how AI transforms teaching and learning processes while addressing ethical concerns and practical barriers.

METHODS

We performed a systematic literature search across three major databases (PubMed, Scopus, and Web of Science) for publications dated 2010-2024. Our search strategy employed key terms including 'artificial intelligence,' 'medical education,' and 'AI-based learning platforms' to identify relevant peer-reviewed articles, review papers, and case studies. After screening and selection, 67 studies met our inclusion criteria for final analysis.

RESULTS

AII technologies improve learning outcomes by creating personalized, immersive, and interactive environments. They support clinical decision-making and procedural skills training while addressing diverse learner needs. However, ethical issues like data privacy, algorithmic biases, and equitable access, coupled with challenges like faculty resistance and technological infrastructure gaps, limit broader adoption.

CONCLUSION

AI is an important tool in medical education, offering significant opportunities to enhance learning outcomes and bridge educational gaps. However, its successful integration requires ethical frameworks, faculty training, and equitable resource allocation. A balanced approach that combines technological innovation with human-centered pedagogy is essential to preserve empathy and ethical care in healthcare.

摘要

背景

人工智能(AI)正在通过引入创新工具和重塑传统教学方法来彻底改变医学教育。虚拟现实和增强现实、自适应学习平台以及人工智能驱动的评估等人工智能技术因其在提高诊断准确性、临床决策和个性化学习体验方面的潜力而日益受到认可。

目的

本叙述性综述探讨了与人工智能融入医学教育相关的当前趋势、挑战和创新。它旨在批判性地审视人工智能如何改变教学过程,同时解决伦理问题和实际障碍。

方法

我们在三个主要数据库(PubMed、Scopus和Web of Science)中对2010 - 2024年发表的文献进行了系统检索。我们的检索策略使用了包括“人工智能”“医学教育”和“基于人工智能的学习平台”等关键词,以识别相关的同行评审文章、综述论文和案例研究。经过筛选和选择,67项研究符合我们的纳入标准进行最终分析。

结果

所有人工智能技术通过创建个性化、沉浸式和交互式环境来提高学习成果。它们支持临床决策和程序技能培训,同时满足不同学习者的需求。然而,数据隐私、算法偏差和公平获取等伦理问题,以及教师抵制和技术基础设施差距等挑战,限制了其更广泛的应用。

结论

人工智能是医学教育中的一项重要工具,为提高学习成果和弥合教育差距提供了重大机遇。然而,其成功整合需要伦理框架、教师培训和公平的资源分配。将技术创新与以人为本的教学法相结合的平衡方法对于在医疗保健中保持同理心和道德关怀至关重要。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4210/12351741/91f3217cea1d/ZMEO_A_2542807_F0001_OC.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4210/12351741/91f3217cea1d/ZMEO_A_2542807_F0001_OC.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4210/12351741/91f3217cea1d/ZMEO_A_2542807_F0001_OC.jpg

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本文引用的文献

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Artificial Intelligence in Medical Education: a Scoping Review of the Evidence for Efficacy and Future Directions.医学教育中的人工智能:疗效证据及未来方向的范围综述
Med Sci Educ. 2025 Apr 2;35(3):1803-1816. doi: 10.1007/s40670-025-02373-0. eCollection 2025 Jun.
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The new narrative medicine: ethical implications of artificial intelligence on healthcare narratives.新叙事医学:人工智能对医疗叙事的伦理影响
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A review of ChatGPT in medical education: exploring advantages and limitations.
ChatGPT在医学教育中的综述:探索优势与局限
Int J Surg. 2025 Jul 1;111(7):4586-4602. doi: 10.1097/JS9.0000000000002505. Epub 2025 Jun 4.
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Artificial Intelligence Use in Medical Education: Best Practices and Future Directions.人工智能在医学教育中的应用:最佳实践与未来方向。
Curr Urol Rep. 2025 May 29;26(1):45. doi: 10.1007/s11934-025-01277-1.
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AI-driven healthcare: Fairness in AI healthcare: A survey.人工智能驱动的医疗保健:人工智能医疗保健中的公平性:一项调查。
PLOS Digit Health. 2025 May 20;4(5):e0000864. doi: 10.1371/journal.pdig.0000864. eCollection 2025 May.
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An Academic Viewpoint (2025) on the Integration of Generative Artificial Intelligence in Medical Education: Transforming Learning and Practices.关于生成式人工智能融入医学教育的学术观点(2025):变革学习与实践
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Artificial Intelligence in Medical Education: Transforming Learning and Practice.医学教育中的人工智能:变革学习与实践。
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Mapping the use of artificial intelligence in medical education: a scoping review.医学教育中人工智能应用的映射研究:一项范围综述
BMC Med Educ. 2025 Apr 12;25(1):526. doi: 10.1186/s12909-025-07089-8.
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