相关实验视频

Updated: Feb 28, 2026

Standardized Histomorphometric Evaluation of Osteoarthritis in a Surgical Mouse Model
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Standardized Histomorphometric Evaluation of Osteoarthritis in a Surgical Mouse Model

Published on: May 6, 2020

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膝关节骨关节炎分级的混合组合模型:将CNN与GLCM特征和XAI集成

Lubna Mohammad Almusa1, Turky Nayef Alotaiby2, Hanan Saeed Murayshid2

  • 1Department of Artificial Intelligence Sciences, College of Computer and Information Sciences, Princess Noura Bint Abdulrhman University, Riyadh 11564, Saudi Arabia.

Diagnostics (Basel, Switzerland)
|February 27, 2026
PubMed
概括

这项研究提出了一个新的AI框架,用于自动对X射线的膝关节骨关节炎 (KOA) 严重程度进行分类. 混合深度学习模型达到73%的准确性,提供了一种可靠的方法来分类这种常见的关节状况.

关键词:
凯尔格伦·劳伦斯分级 凯尔格伦·劳伦斯分级在X射线放射图中,我们可以看到X射线.深度学习是一种深度学习.组合学习组合学习膝盖骨关节炎 膝盖骨关节炎

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Functional Classification of Joints01:09

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
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Structural Classification of Joints01:20

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.
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Knee Joint01:23

Knee 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.
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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.
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The appendicular skeleton, particularly the upper and lower limbs, is primarily made of long and short bones. The...
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Classification of Connective Tissues

The connective tissues have different properties and functions in the human body. They are broadly categorized into proper, supporting, or fluid connective tissues.
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