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

IF 2.6 3区 医学 Q2 CLINICAL NEUROLOGY
Alexander T Yahanda, Karan Joseph, Tim Bui, Jacob K Greenberg, Wilson Z Ray, John I Ogunlade, Daniel Hafez, Nicholas A Pallotta, Brian J Neuman, Camilo A Molina
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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.

人工智能在脊柱外科手术和研究中的当前应用和未来影响:叙事回顾与评论》。
研究设计叙述性综述:人工智能(AI)正越来越多地应用于脊柱外科领域。我们对人工智能在脊柱手术中的应用进行了综述,包括其在围手术期各阶段的应用以及在研究中的应用。我们还就人工智能应用的未来伦理考虑以及它可能如何影响外科医生与行业的关系发表了评论:我们对同行评审的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、患者诊断和分层、决策。术中,人工智能被用于辅助图像引导和导航。术后,人工智能被用于结果预测和分析。人工智能可以对庞大的数据集进行整理和分析,从而加强研究工作。虽然这些数据集或算法的内部工作原理尚不为人知,但行业来源正在积累大量数据,供其人工智能平台使用:人工智能在脊柱手术的术前、术中或术后过程中已得到广泛应用,而且其应用范围还在不断扩大。人工智能的临床应用和优势将继续得到更充分的发挥,但某些伦理方面的考虑也将随之而来。将行业赞助的数据库开放源代码,或至少以某种方式向公众开放,将有助于减轻外科医生和行业之间潜在的偏见和模糊性,并有利于患者护理。
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来源期刊
Global Spine Journal
Global Spine Journal Medicine-Surgery
CiteScore
6.20
自引率
8.30%
发文量
278
审稿时长
8 weeks
期刊介绍: Global Spine Journal (GSJ) is the official scientific publication of AOSpine. A peer-reviewed, open access journal, devoted to the study and treatment of spinal disorders, including diagnosis, operative and non-operative treatment options, surgical techniques, and emerging research and clinical developments.GSJ is indexed in PubMedCentral, SCOPUS, and Emerging Sources Citation Index (ESCI).
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