人工智能的进步用于使用IKDC系统的自动膝关节骨关节炎分类
Facundo Manuel Segura1,2,3, Florencio Pablo Segura4,5,6, María Paz Lucero Zudaire6
1Segura, Centro Privado de Ortopedia y Traumatología, 358 Justo Jose de Urquiza Street, X5000, Córdoba City, Córdoba, Argentina. facusegura@gmail.com.
概括
人工智能 (AI) 和计算机视觉使用放射图像准确地检测和分类膝关节骨关节炎. 这种自动化系统在识别疾病严重程度方面表现出高精度,有助于临床诊断.
科学领域:
- 整形医学和医学成像学
- 医疗保健中的人工智能
背景情况:
- 膝关节关节炎是导致残疾的主要原因,特别是在老年人中.
- 膝关节骨关节炎的早期和准确诊断对于有效的患者管理至关重要.
- 当前的诊断方法可能是主观的,耗时的.
研究的目的:
- 开发和评估一个人工智能驱动的系统,用于自动检测和分类膝关节关节炎.
- 利用计算机视觉和机器学习来根据IKDC分类系统对骨关节炎的严重程度进行分级.
主要方法:
- 在训练中使用了1901张按IKDC尺度分类的膝盖放射图的数据集.
- 使用LandingLens软件开发了一个ConvNext卷积神经网络模型.
- 该模型在380张测试图像上进行了验证,以评估性能.
主要成果:
- 人工智能模型在分类膝关节关节炎方面取得了95.16%的整体准确性.
- 灵敏度为95.11%,证明了强大的检测能力.
- 对于不同程度的骨关节炎,观察到高类特异性准确度 (92.40%-98.45%).
结论:
- 人工智能和计算机视觉为膝关节骨关节炎检测和分类提供了有效的自动化解决方案.
- 开发的系统为医生提供了精确可靠的工具,提高了诊断效率.
- 将其纳入临床实践可以提高患者评估的一致性,并可能导致更好的健康结果.
相关概念视频
01:09Functional Classification of Joints
Functional Classification of Joints
The functional classification of joints is determined by the amount of mobility between the adjacent bones. Joints are functionally classified as a synarthrosis or immobile joint, an amphiarthrosis or slightly moveable joint, or as a diarthrosis, a freely moveable joint. Fibrous and cartilaginous joints can be functionally classified as either synarthroses or amphiarthroses, whereas all synovial joints are classified as diarthroses.
Synarthrosis
An immobile...
The functional classification of joints is determined by the amount of mobility between the adjacent bones. Joints are functionally classified as a synarthrosis or immobile joint, an amphiarthrosis or slightly moveable joint, or as a diarthrosis, a freely moveable joint. Fibrous and cartilaginous joints can be functionally classified as either synarthroses or amphiarthroses, whereas all synovial joints are classified as diarthroses.
Synarthrosis
An immobile...
01:23Knee Joint
The knee joint is the most complicated joint in the body. It consists of three articulations– two tibiofemoral and one patellofemoral. As is characteristic of synovial joints, the knee joint has a thin articular capsule that partially surrounds this joint cavity. Additionally, several ligaments, muscles, and cartilaginous structures support the movement of the knee.
A total of seven ligaments support the knee joint. The patellar ligament, which is also attached to the quadriceps femoris group...
A total of seven ligaments support the knee joint. The patellar ligament, which is also attached to the quadriceps femoris group...