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人工智能在脊柱外科手术与研究中的当前应用及未来影响:一项叙述性综述与评论

Current Applications and Future Implications of Artificial Intelligence in Spine Surgery and Research: A Narrative Review and Commentary.

作者信息

Yahanda Alexander T, Joseph Karan, Bui Tim, Greenberg Jacob K, Ray Wilson Z, Ogunlade John I, Hafez Daniel, Pallotta Nicholas A, Neuman Brian J, Molina Camilo A

机构信息

Department of Neurological Surgery, Washington University School of Medicine in St. Louis, St. Louis, MO, USA.

Department of Orthopedic Surgery, Washington University School of Medicine in St. Louis, St. Louis, MO, USA.

出版信息

Global Spine J. 2025 Mar;15(2):1445-1454. doi: 10.1177/21925682241290752. Epub 2024 Oct 2.

Abstract

STUDY DESIGN

Narrative review.

OBJECTIVES

Artificial intelligence (AI) is being increasingly applied to the domain of spine surgery. We present a review of AI in spine surgery, including its use across all stages of the perioperative process and applications for research. We also provide commentary regarding future ethical considerations of AI use and how it may affect surgeon-industry relations.

METHODS

We conducted a comprehensive literature review of peer-reviewed articles that examined applications of AI during the pre-, intra-, or postoperative spine surgery process. We also discussed the relationship among AI, spine industry partners, and surgeons.

RESULTS

Preoperatively, AI has been mainly applied to image analysis, patient diagnosis and stratification, decision-making. Intraoperatively, AI has been used to aid image guidance and navigation. Postoperatively, AI has been used for outcomes prediction and analysis. AI can enable curation and analysis of huge datasets that can enhance research efforts. Large amounts of data are being accrued by industry sources for use by their AI platforms, though the inner workings of these datasets or algorithms are not well known.

CONCLUSIONS

AI has found numerous uses in the pre-, intra-, or postoperative spine surgery process, and the applications of AI continue to grow. The clinical applications and benefits of AI will continue to be more fully realized, but so will certain ethical considerations. Making industry-sponsored databases open source, or at least somehow available to the public, will help alleviate potential biases and obscurities between surgeons and industry and will benefit patient care.

摘要

研究设计

叙述性综述。

目的

人工智能(AI)在脊柱外科领域的应用日益广泛。我们对脊柱外科中的人工智能进行综述,包括其在围手术期各阶段的应用以及在研究中的应用。我们还对人工智能使用的未来伦理考量以及它可能如何影响外科医生与行业的关系进行评论。

方法

我们对同行评审文章进行了全面的文献综述,这些文章研究了人工智能在脊柱外科手术术前、术中或术后过程中的应用。我们还讨论了人工智能、脊柱行业合作伙伴和外科医生之间的关系。

结果

术前,人工智能主要应用于图像分析、患者诊断与分层、决策制定。术中,人工智能用于辅助图像引导和导航。术后,人工智能用于结果预测和分析。人工智能能够对海量数据集进行整理和分析,从而加强研究工作。行业来源正在积累大量数据以供其人工智能平台使用,不过这些数据集或算法的内部运作情况并不为人所知。

结论

人工智能在脊柱外科手术术前、术中或术后过程中已有众多用途,且人工智能的应用还在不断增加。人工智能的临床应用和益处将继续得到更充分的实现,但某些伦理考量也会如此。使行业赞助的数据库开源,或者至少以某种方式向公众开放,将有助于减轻外科医生与行业之间潜在的偏见和模糊性,并将有益于患者护理。

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本文引用的文献

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Artificial Intelligence in Spine Surgery.人工智能在脊柱外科中的应用。
Neurosurg Clin N Am. 2024 Apr;35(2):253-262. doi: 10.1016/j.nec.2023.11.001. Epub 2023 Nov 29.
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Neurosurg Clin N Am. 2024 Apr;35(2):217-227. doi: 10.1016/j.nec.2023.11.003. Epub 2023 Nov 25.

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