It is demonstrated that opportunistic osteoporosis screening from routine hip radiographs, combined with domain-aware preprocessing and transfer learning, can potentially provide a scalable and cost-effective alternative for wider osteoporosis risk stratification in resource-limited settings.
DL analysis of lumbar radiographs, combined with transfer learning and metaheuristic optimization, may support BMD category classification as a complementary screening tool for osteoporosis screening and diagnosis.
Deniz Apalan, Bulent Yildiz, Ozlem Polat et al.· Journal of Bone and Mineral...· 0 citations
Results show that combining imaging and clinical data improves diagnostic accuracy and supports AI-based early detection in orthopedics, and confirms the proposed backbone's contribution.
Nurfadjri Akbar Rizqi Basuki, Busono Soerowirdjo, Hustinawaty Hustinawaty et al.· IAES International Journal o...· 0 citations
The feasibility of GAF-CNN modeling of accelerometry-derived activity patterns for bone-health research is supported, while emphasizing the exploratory nature of the approach and the need for further validation.
H. Sánchez-Trigo, V. Farrahi, Hugo Gamboa et al.· Proceedings of the Instituti...· 0 citations
PURPOSE
Osteoporosis remains underdiagnosed in aging populations due to its asymptomatic nature and limited access to diagnostic imaging. The Canal Bone Ratio measured 7 cm distal to the lesser trochanter (CBR-7), obtainable from standard full-length spinal radiographs, has emerged as a potential surrogate marker for b...
A. Hiyama, D. Sakai, H. Katoh et al.· European spine journal· 0 citations
INTRODUCTION/BACKGROUND
Osteoporosis is a systemic skeletal disorder characterised by low bone mass. The classification typically includes three stages: normal, osteopenia, and osteoporosis. Early detection is essential for effective treatment and reducing fracture risk. This detection is possible through X-ray imaging...
N. A. Pappathi, B. Sakthivel, Abdullah S. Sheik· Current medical imaging· 0 citations
Population-wide osteoporosis screening is hindered by limited access to Dual-energy X-ray Absorptiometry (DXA). Opportunistic screening using plain radiographs is a promising alternative, but safe clinical adoption requires models that can reliably quantify their uncertainty. We evaluated a deep learning model that...
W. Yeung, Long Hui· Journal of Orthopaedics Trau...· 0 citations
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