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Updated: Jul 2, 2026

Automated Joint Space Detection Improves Bone Segmentation Accuracy
Published on: November 28, 2025
Radiographic evaluation of arthritis: degenerative joint disease and variations
Jon A Jacobson1, Gandikota Girish, Yebin Jiang
1Department of Radiology, University of Michigan Medical Center, 1500 E Medical Center Dr, TC-2910L, Ann Arbor, MI 48109-0326, USA. jjacobsn@umich.edu
Abstract:
In the presence of joint space narrowing, it is important to differentiate inflammatory from degenerative conditions. The presence of osteophytes, bone sclerosis, and subchondral cysts and the absence of inflammatory features such as erosions suggest osteoarthritis. Typical osteoarthritis involves specific joints at a particular patient age. When osteoarthritis involves an atypical joint, occurs at an early age, or has an unusual radiographic appearance, then other causes for cartilage destruction should be considered, such as trauma, crystal deposition, neuropathic joint, and hemophilia. There are several types of arthritis, such as juvenile chronic arthritis and gouty arthritis, that may have a variable appearance compared with that of other common inflammatory arthritides.
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