Applications of Artificial Intelligence in Neurosurgery for Improving Outcomes Through Diagnostics, Predictive Tools, and Resident Education

IF 2.1 4区 医学 Q3 CLINICAL NEUROLOGY World neurosurgery Pub Date : 2025-05-01 Epub Date: 2025-02-25 DOI:10.1016/j.wneu.2025.123809
Sonora Andromeda Windermere , Siddharth Shah , Grace Hey , Kyle McGrath , Maryam Rahman
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Abstract

Background

Artificial intelligence (AI) has become an increasingly prominent tool in the field of neurosurgery, revolutionizing various aspects of patient care and surgical practices. AI-powered systems can provide real-time feedback to surgeons, enhancing precision and reducing the risk of complications during surgical procedures. The objective of this study is to review the role of AI in training neurosurgical residents, improving accuracy during surgery, and reducing complications.

Methods

The literature search method involved searching PubMed using relevant keywords to identify English literature publications, including full texts, and concerning human subject matter from its inception until May 2024, initially generating 247,747 results. Articles were then screened for topic relevancy by abstract contents. Further articles were retrieved from the sources cited by the initially reviewed articles. A comprehensive review was then performed on various studies, including observational studies, case-control studies, cohort studies, clinical trials, meta-analyses, and reviews by 4 reviewers individually and then collectively.

Results

Studies on AI in neurosurgery reach more than 4000 produced over a decade alone. The majority of studies regarding clinical diagnosis, risk prediction, and intraoperative guidance remain retrospective in nature. In its current form, AI-based paradigm performed inferiorly to neurosurgery residents in test taking.

Conclusions

AI has potential for broad applications in neurosurgery from use as a diagnostic, predictive, intraoperative, or educational tool. Further research is warranted for prospective use of AI-based technology for delivery of neurosurgical care.
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人工智能在神经外科中的应用:通过诊断、预测工具和住院医师教育改善预后。
人工智能(AI)已经成为神经外科领域日益突出的工具,彻底改变了患者护理和手术实践的各个方面。人工智能系统可以向外科医生提供实时反馈,提高手术精度,降低手术过程中并发症的风险。本研究的目的是回顾人工智能在训练神经外科住院医师,提高手术准确性和减少并发症方面的作用。方法:文献检索方法使用相关关键词对PubMed进行检索,识别PubMed自建站至2024年5月涉及人类主题的英文文献出版物(包括全文),初步产生247,747个结果。然后根据摘要内容筛选文章的主题相关性。进一步的文章从最初审查的文章引用的来源中检索。然后对各种研究进行综合评价,包括观察性研究、病例对照研究、队列研究、临床试验、荟萃分析,以及由4名评论者单独和集体进行的评价。结果:人工智能在神经外科领域的研究仅十多年就达到4000多项。大多数关于临床诊断、风险预测和术中指导的研究仍然是回顾性的。在目前的形式下,基于人工智能的范式在考试中的表现不如神经外科住院医生。结论:人工智能在神经外科中具有广泛的应用潜力,可作为诊断、预测、术中或教育工具。在神经外科护理中,人工智能技术的应用前景有待进一步研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
World neurosurgery
World neurosurgery CLINICAL NEUROLOGY-SURGERY
CiteScore
3.90
自引率
15.00%
发文量
1765
审稿时长
47 days
期刊介绍: World Neurosurgery has an open access mirror journal World Neurosurgery: X, sharing the same aims and scope, editorial team, submission system and rigorous peer review. The journal''s mission is to: -To provide a first-class international forum and a 2-way conduit for dialogue that is relevant to neurosurgeons and providers who care for neurosurgery patients. The categories of the exchanged information include clinical and basic science, as well as global information that provide social, political, educational, economic, cultural or societal insights and knowledge that are of significance and relevance to worldwide neurosurgery patient care. -To act as a primary intellectual catalyst for the stimulation of creativity, the creation of new knowledge, and the enhancement of quality neurosurgical care worldwide. -To provide a forum for communication that enriches the lives of all neurosurgeons and their colleagues; and, in so doing, enriches the lives of their patients. Topics to be addressed in World Neurosurgery include: EDUCATION, ECONOMICS, RESEARCH, POLITICS, HISTORY, CULTURE, CLINICAL SCIENCE, LABORATORY SCIENCE, TECHNOLOGY, OPERATIVE TECHNIQUES, CLINICAL IMAGES, VIDEOS
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