人工智能用于诊断指导眼睛表面疾病的诊断指导
Amr Almobayed1, Omar Badla1, Pragat J Muthu1
1Bascom Palmer Eye Institute, University of Miami Miller School of Medicine, Miami, FL 33136, USA.
Journal of clinical medicine
|March 14, 2026
概括
人工智能 (AI) 在诊断眼睛表面疾病 (OSDs) 中表现有前途,与眼科医生的准确度相匹配或超过. 未来的研究应该专注于大型数据集和临床可靠性的前性试验.
科学领域:
- 眼科医生 眼科 眼科
- 医疗人工智能 医疗人工智能
- 诊断成像 诊断成像 诊断成像
背景情况:
- 眼表面疾病 (OSDs) 涵盖了一系列疾病,从干眼疾病 (DED) 到罕见的癌症,如眼表面状瘤 (OSSN).
- 人工智能 (AI) 正在成为诊断各种OSDs的宝贵工具.
研究的目的:
- 审查当前AI应用在诊断主要的眼睛表面病理.
- 突出AI在分析前段成像和其他OSD诊断措施中的作用.
主要方法:
- 在OSD类别中审查AI应用程序.
- 检查前段成像 (裂纹灯,OCT,IVCM),美图,眼膜动态和生物化学分析.
- 与眼科医生相比,AI模型性能的分析.
主要成果:
- 人工智能模型在诊断OSD方面表现与眼科医生相当或优于眼科医生.
- 人工智能提供一致,可复制和准确的诊断指导.
- 当前的研究往往缺乏外部验证,前性数据和标准化的方法,限制了概括性.
结论:
- 人工智能具有显著的潜力,可以提高OSD的诊断准确性和可访问性.
- 未来的研究必须优先考虑大型多中心数据集,标准化框架和评估人类-人工智能合作的前性试验.
- 解决目前的局限性将使人工智能从实验工具转变为临床可靠的工具.
关键词:
人工智能的人工智能是人工智能.角膜脱落症是指角膜脱落症.深度学习是一种深度学习.干眼疾病是干眼的疾病.传染性角质炎是一种传染性角质炎.眼睛表面疾病 眼睛表面疾病眼睛表面状瘤的发生.眼睛表面的瘤.有色素的结膜病变这就是Pterygium.更多相关视频
06:15Author Spotlight: Anterior HR-OCT as a Non-Invasive Tool for Characterizing Ocular Surface Squamous Neoplasia
Published on: August 9, 2024
1.9K
08:13In Vivo Confocal Microscopy in the Diagnosis and Management of Dry Eye: A Focus on Imaging Protocols and Interpretation
Published on: November 11, 2025
674
相关概念视频
Accessory Structures of the Eye
Optical perception, or vision, is an extraordinary sense dependent on converting light signals received via the ocular organs. These organs, known as eyes, are securely positioned within the bony cavities of the skull, called orbits. The orbits serve a dual purpose: a protective shield for the ocular globes and a stable attachment point for the soft ocular tissues. The eye's external protective mechanisms include the eyelids, which are edged with lashes that act as a barrier against foreign...
Ophthalmic Drug Delivery Systems
Ophthalmic drug delivery faces major limitations due to poor absorption across the corneal membrane. This process is primarily driven by diffusion and is influenced by two main factors: the physicochemical properties of the drug and tear drainage. Most ophthalmic drugs, such as pilocarpine, epinephrine, atropine, and local anesthetics, are weak bases. They are typically formulated at an acidic pH to enhance chemical stability. However, this leads to high ionization, reducing their ability to...
