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观察性诊断:人工智能助力牙科医生视觉辅助工具的基石。

Observational Diagnostics: The Building Block of AI-Powered Visual Aid for Dental Practitioners.

作者信息

Raj Ruchika, Rajappa Ravikumar, Murthy Vijayalakshmi, Osanlouy Mahyar, Lawrence Daniel, Ganhewa Mahen, Cirillo Nicola

机构信息

CoTreat, CoTreat Pty Ltd., Melbourne, VIC 3000, Australia.

Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, 720, Swanston Street, Carlton, VIC 3053, Australia.

出版信息

Bioengineering (Basel). 2024 Dec 25;12(1):9. doi: 10.3390/bioengineering12010009.

DOI:10.3390/bioengineering12010009
PMID:39851284
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11759822/
Abstract

Artificial intelligence (AI) has gained significant traction in medical image analysis, including dentistry, aiding clinicians in making timely and accurate diagnoses. Radiographs, such as orthopantomograms (OPGs) and intraoral radiographs, along with clinical photographs, are the primary imaging modalities employed for AI-powered analysis in the dental field. In this review, we discuss the most recent research and product developments concerning the clinical application of AI as a visual aid in dentistry and introduce the concept of Observational Diagnostics (ODs) as a structured method to standardise image analysis. ODs serve as foundational elements for AI-driven diagnostic aids and have the potential to improve the consistency and reliability of diagnostic data used in treatment planning. We provide illustrative examples to demonstrate how ODs not only represent a significant advancement towards more precise diagnostic aids but also provide the basis for the generation of evidence-based treatment recommendations. These OD-based algorithms have been integrated into chairside AI applications to streamline clinical workflows to improve consistency, accuracy, and efficiency.

摘要

人工智能(AI)在医学图像分析领域,包括牙科,已获得显著关注,有助于临床医生进行及时准确的诊断。口腔全景片(OPG)和口内X光片等X光片以及临床照片,是牙科领域用于人工智能驱动分析的主要成像方式。在本综述中,我们讨论了有关人工智能在牙科作为视觉辅助工具临床应用的最新研究和产品开发,并介绍了观察诊断法(ODs)这一标准化图像分析的结构化方法的概念。ODs作为人工智能驱动诊断辅助工具的基础要素,有可能提高治疗计划中使用的诊断数据的一致性和可靠性。我们提供了示例来说明ODs不仅代表了朝着更精确诊断辅助工具迈出的重大进步,还为基于证据的治疗建议的生成提供了基础。这些基于ODs的算法已集成到椅旁人工智能应用程序中,以简化临床工作流程,提高一致性、准确性和效率。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8601/11759822/c42c5e6d0af6/bioengineering-12-00009-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8601/11759822/8796d8d23b31/bioengineering-12-00009-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8601/11759822/c42c5e6d0af6/bioengineering-12-00009-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8601/11759822/8796d8d23b31/bioengineering-12-00009-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8601/11759822/c42c5e6d0af6/bioengineering-12-00009-g002.jpg

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本文引用的文献

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Artificial intelligence for geoscience: Progress, challenges, and perspectives.地球科学中的人工智能:进展、挑战与展望。
Innovation (Camb). 2024 Aug 22;5(5):100691. doi: 10.1016/j.xinn.2024.100691. eCollection 2024 Sep 9.
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Precursor Lesions, Overdiagnosis, and Oral Cancer: A Critical Review.
前驱病变、过度诊断与口腔癌:一项批判性综述
Cancers (Basel). 2024 Apr 18;16(8):1550. doi: 10.3390/cancers16081550.
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Evaluating the Accuracy of AI-Based Software vs Human Interpretation in the Diagnosis of Dental Caries Using Intraoral Radiographs: An RCT.使用口腔内X光片评估基于人工智能的软件与人工解读在龋齿诊断中的准确性:一项随机对照试验。
J Pharm Bioallied Sci. 2024 Feb;16(Suppl 1):S812-S814. doi: 10.4103/jpbs.jpbs_1029_23. Epub 2024 Feb 29.
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Accuracy of Treatment Recommendations by Pragmatic Evidence Search and Artificial Intelligence: An Exploratory Study.实用证据检索与人工智能辅助治疗建议的准确性:一项探索性研究
Diagnostics (Basel). 2024 Mar 1;14(5):527. doi: 10.3390/diagnostics14050527.
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A New Era of Dental Care: Harnessing Artificial Intelligence for Better Diagnosis and Treatment.牙科护理的新时代:利用人工智能实现更精准的诊断与治疗。
Cureus. 2023 Nov 23;15(11):e49319. doi: 10.7759/cureus.49319. eCollection 2023 Nov.
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Transforming Dental Caries Diagnosis Through Artificial Intelligence-Based Techniques.通过基于人工智能的技术变革龋齿诊断
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BMC Oral Health. 2023 Jun 20;23(1):405. doi: 10.1186/s12903-023-03091-y.
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