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外科培训创新:探索人工智能和大语言模型(LLM)的作用。

Innovations in surgical training: exploring the role of artificial intelligence and large language models (LLM).

机构信息

- Pontificia Universidad Católica de Chile, Experimental Surgery and Simulation Center, Department of Digestive Surgery - Santiago - Región Metropolitana - Chile.

- Pontificia Universidad Católica de Chile, Carrera de Kinesiología, Departamento de Ciencias de la Salud, Facultad de Medicina - Santiago - Región Metropolitana - Chile.

出版信息

Rev Col Bras Cir. 2023 Aug 25;50:e20233605. doi: 10.1590/0100-6991e-20233605-en. eCollection 2023.


DOI:10.1590/0100-6991e-20233605-en
PMID:37646729
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10508667/
Abstract

The landscape of surgical training is rapidly evolving with the advent of artificial intelligence (AI) and its integration into education and simulation. This manuscript aims to explore the potential applications and benefits of AI-assisted surgical training, particularly the use of large language models (LLMs), in enhancing communication, personalizing feedback, and promoting skill development. We discuss the advancements in simulation-based training, AI-driven assessment tools, video-based assessment systems, virtual reality (VR) and augmented reality (AR) platforms, and the potential role of LLMs in the transcription, translation, and summarization of feedback. Despite the promising opportunities presented by AI integration, several challenges must be addressed, including accuracy and reliability, ethical and privacy concerns, bias in AI models, integration with existing training systems, and training and adoption of AI-assisted tools. By proactively addressing these challenges and harnessing the potential of AI, the future of surgical training may be reshaped to provide a more comprehensive, safe, and effective learning experience for trainees, ultimately leading to better patient outcomes. .

摘要

外科培训的格局正在随着人工智能 (AI) 的出现及其在教育和模拟中的整合而迅速发展。本文旨在探讨人工智能辅助外科培训的潜在应用和益处,特别是使用大型语言模型 (LLM) 来增强沟通、个性化反馈和促进技能发展。我们讨论了基于模拟的培训、人工智能驱动的评估工具、基于视频的评估系统、虚拟现实 (VR) 和增强现实 (AR) 平台的进展,以及 LLM 在转录、翻译和摘要反馈方面的潜在作用。尽管人工智能集成带来了有前景的机会,但必须解决几个挑战,包括准确性和可靠性、伦理和隐私问题、人工智能模型中的偏见、与现有培训系统的集成,以及人工智能辅助工具的培训和采用。通过积极应对这些挑战并利用人工智能的潜力,外科培训的未来可能会被重塑,为学员提供更全面、安全和有效的学习体验,最终为患者带来更好的结果。

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Innovations in surgical training: exploring the role of artificial intelligence and large language models (LLM).

Rev Col Bras Cir. 2023

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[5]
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[6]
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[7]
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[8]
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[9]
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[10]
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本文引用的文献

[1]
Taking advantage of asynchronous digital feedback: development of an at-home basic suture skills training program for undergraduate medical students that facilitates skills retention.

Global Surg Educ. 2023

[2]
FUTURE OF THE LANGUAGE MODELS IN HEALTHCARE: THE ROLE OF CHATGPT.

Arq Bras Cir Dig. 2023

[3]
Artificial Intelligence, Augmented Reality, and Virtual Reality Advances and Applications in Interventional Radiology.

Diagnostics (Basel). 2023-2-27

[4]
The role of artificial intelligence in surgical simulation.

Front Med Technol. 2022-12-14

[5]
Artificial intelligence in laparoscopic simulation: a promising future for large-scale automated evaluations.

Surg Endosc. 2023-6

[6]
The Advances in Computer Vision That Are Enabling More Autonomous Actions in Surgery: A Systematic Review of the Literature.

Sensors (Basel). 2022-6-29

[7]
Advancing Surgical Education: The Use of Artificial Intelligence in Surgical Training.

Am Surg. 2023-1

[8]
A new approach for the acquisition of trauma surgical skills: an OSCE type of simulation training program.

Surg Endosc. 2022-11

[9]
Artificial Intelligence in Surgical Education: Considerations for Interdisciplinary Collaborations.

Surg Innov. 2022-4

[10]
Surgical data science - from concepts toward clinical translation.

Med Image Anal. 2022-2

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