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
Osteoporosis is a degenerative disease marked by decreased bone density and increased fracture risk, particularly in the knee. Early detection is crucial, but conventional diagnostic methods are often subjective and require specialized skills. This study developed an artificial intelligence (AI) model for automatic ost...
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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