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牙科中的人工智能:描述性综述。

Artificial Intelligence in Dentistry: A Descriptive Review.

作者信息

Mallineni Sreekanth Kumar, Sethi Mallika, Punugoti Dedeepya, Kotha Sunil Babu, Alkhayal Zikra, Mubaraki Sarah, Almotawah Fatmah Nasser, Kotha Sree Lalita, Sajja Rishitha, Nettam Venkatesh, Thakare Amar Ashok, Sakhamuri Srinivasulu

机构信息

Pediatric Dentistry, Dr. Sulaiman Alhabib Medical Group, Rayyan, Riyadh 14212, Saudi Arabia.

Division for Globalization Initiative, Liaison Center for Innovative Dentistry, Graduate School of Dentistry, Tohoku University, Sendai 980-8575, Japan.

出版信息

Bioengineering (Basel). 2024 Dec 13;11(12):1267. doi: 10.3390/bioengineering11121267.

Abstract

Artificial intelligence (AI) is an area of computer science that focuses on designing machines or systems that can perform operations that would typically need human intelligence. AI is a rapidly developing technology that has grabbed the interest of researchers from all across the globe in the healthcare industry. Advancements in machine learning and data analysis have revolutionized oral health diagnosis, treatment, and management, making it a transformative force in healthcare, particularly in dentistry. Particularly in dentistry, AI is becoming increasingly prevalent as it contributes to the diagnosis of oro-facial diseases, offers treatment modalities, and manages practice in the dental operatory. All dental disciplines, including oral medicine, operative dentistry, pediatric dentistry, periodontology, orthodontics, oral and maxillofacial surgery, prosthodontics, and forensic odontology, have adopted AI. The majority of AI applications in dentistry are for diagnoses based on radiographic or optical images, while other tasks are less applicable due to constraints such as data availability, uniformity, and computational power. Evidence-based dentistry is considered the gold standard for decision making by dental professionals, while AI machine learning models learn from human expertise. Dentistry AI and technology systems can provide numerous benefits, such as improved diagnosis accuracy and increased administrative task efficiency. Dental practices are already implementing various AI applications, such as imaging and diagnosis, treatment planning, robotics and automation, augmented and virtual reality, data analysis and predictive analytics, and administrative support. The dentistry field has extensively used artificial intelligence to assist less-skilled practitioners in reaching a more precise diagnosis. These AI models effectively recognize and classify patients with various oro-facial problems into different risk categories, both individually and on a group basis. The objective of this descriptive review is to review the most recent developments of AI in the field of dentistry.

摘要

人工智能(AI)是计算机科学的一个领域,专注于设计能够执行通常需要人类智能才能完成的操作的机器或系统。人工智能是一项快速发展的技术,吸引了全球医疗保健行业研究人员的关注。机器学习和数据分析的进步彻底改变了口腔健康的诊断、治疗和管理,使其成为医疗保健领域,尤其是牙科领域的变革力量。特别是在牙科领域,人工智能正变得越来越普遍,因为它有助于口腔面部疾病的诊断,提供治疗方式,并管理牙科诊疗室的业务。所有牙科专业,包括口腔医学、牙体牙髓病学、儿童牙科学、牙周病学、正畸学、口腔颌面外科学、口腔修复学和法医牙科学,都已采用人工智能。牙科中的大多数人工智能应用是基于放射图像或光学图像进行诊断,而由于数据可用性、一致性和计算能力等限制,其他任务的应用较少。循证牙科被认为是牙科专业人员决策的黄金标准,而人工智能机器学习模型则从人类专业知识中学习。牙科人工智能和技术系统可以带来诸多益处,如提高诊断准确性和提高行政任务效率。牙科诊所已经在实施各种人工智能应用,如图像处理与诊断、治疗计划、机器人技术与自动化、增强现实与虚拟现实、数据分析与预测分析以及行政支持。牙科领域广泛使用人工智能来帮助技术水平较低的从业者做出更精确的诊断。这些人工智能模型能够有效地识别患有各种口腔面部问题的患者,并将其分别或分组归类到不同的风险类别中。本描述性综述的目的是回顾人工智能在牙科领域的最新进展。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/10fd/11673909/e316744c26f5/bioengineering-11-01267-g001.jpg

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