在关节炎部中自动识别双头槽,用于术前规划:一种随机森林分类器方法
Gregory W Spangenberg1, Fares Uddin2, Kenneth J Faber2
1Department of Mechanical Engineering, Western University, London, ON, Canada; The Roth McFarlane Hand and Upper Limb Centre, St. Joseph's Hospital, London, ON, Canada.
Computers in biology and medicine
|June 11, 2024
概括
一个新的随机森林分类器 (RFC) 准确地识别了双头沟在部,即使有关节炎. 这有助于改善手术规划,用于肩膀关节整形和骨折修复.
科学领域:
- 整形外科手术 整形外科手术
- 医疗成像医学成像
- 计算解剖学的计算解剖学
背景情况:
- 靠近腰骨的双头槽对于外科计划至关重要.
- 现有的自动化方法由于骨质细胞导致的关节炎部失败,限制了肩膀关节整形术的应用.
研究的目的:
- 开发和评估一个随机森林分类器 (RFC),用于在计算机断层扫描 (CT) 扫描上准确检测双头沟.
- 克服当前算法的局限性,以识别关节炎患者的双头沟.
主要方法:
- 使用随机森林分类器 (RFC) 进行自动双头沟检测.
- 采用细分计算机断层扫描 (CT) 扫描部,包括骨质细胞的非关节炎和关节炎数据集.
- 在不同的测试数据集上评估模型性能.
主要成果:
- 该RFC模型在检测关节炎关节上的双头沟方面取得了高准确性.
- 关节炎部的平均绝对误差小于1mm,超过了以前的方法.
- 即使存在显著的骨质细胞,也证明了成功的鉴定.
结论:
- 开发的RFC模型为自动双头沟识别提供了重大进步.
- 这种方法提高了手术规划准确度,用于诸如肩膀关节整形和骨折重建等手术,特别是在具有挑战性的关节炎病例中.
- 开源模型可以在python包"shoulder"中找到.
相关概念视频
Classification of Bones
The bones of the human skeletal system are of varied shapes, sizes, and functions. They can be classified based on their shape and function into four major classes: long bones, short bones, flat bones, and irregular bones. Some classifications include a fifth type, the sesamoid bones, as a separate class, whereas others categorize them under short bones.
Long and Short Bones
The appendicular skeleton, particularly the upper and lower limbs, is primarily made of long and short bones. The long...
Long and Short Bones
The appendicular skeleton, particularly the upper and lower limbs, is primarily made of long and short bones. The long...
Bones of the Upper Limb: Humerus
The upper limb consists of the arm, forearm, wrist, and hand bones. The humerus is the single bone of the upper arm region. Proximally, it has a large, spherical, smooth head that articulates with the glenoid cavity of the scapula to form the glenohumeral or shoulder joint. The margin of the head is the anatomical neck, a residual epiphyseal plate. Laterally it extends to form bony projections called the greater tubercle and the lesser tubercle. Next to the tubercles is the surgical neck, a...
Bones of the Upper Limb: Ulna
The ulna and radius are parallel bones of the antebrachium or the forearm. The ulna lies medially and consists of a bony tip called the olecranon process at its proximal end. This hook-like projection articulates with the olecranon fossa of the humerus and forms the "hinged" ulnohumeral part of the elbow joint. This joint facilitates forearm extension and flexion while preventing its hyperextension. Similarly, the coronoid process, another bony projection on the proximal/anterior side of the...
Bones of the Upper Limb: Radius
The radius is longer of the two bones that make up the human antebrachium or forearm. At the proximal end, the radius articulates with the capitulum of the humerus and the radial notch of the ulna to form the elbow joint. At the distal end, the radius articulates with the ulna via the ulnar notch, forming the distal radioulnar joint. Distally, the radius also attaches to the carpal wrist bones (scaphoid and lunate) to form the radiocarpal joint.
The radius has a nail-shaped head, and a short...
The radius has a nail-shaped head, and a short...
Functional 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...
Structural Classification of Joints
Joints, also known as articulations, are classified based on their structural characteristics, i.e., based on whether the articulating surfaces of the adjacent bones are directly connected by fibrous connective tissue or cartilage, or whether the articulating surfaces contact each other within a fluid-filled joint cavity. These differences serve to divide the joints of the body into three structural classifications.
A fibrous joint is where the adjacent bones are united by fibrous connective...
A fibrous joint is where the adjacent bones are united by fibrous connective...


