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Author

Irfan Atik

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Open access 2026

Opportunistic computed tomography-based vertebral attenuation for osteoporosis screening

SUMMARY OBJECTIVE: The aim of this study was to evaluate opportunistic vertebral trabecular attenuation on routine unenhanced abdominal computed tomography for predicting osteoporosis and its relationship with dual-energy X-ray absorptiometry parameters. METHODS: This retrospective study inc luded 350 patients (mean ag...

Irfan Atik, Aibek Tashimbekov, Enes Gul et al. · 0 citations
Open access Sep 2026

Artifact-Controlled Multi-Vertebral Transfer Learning Ensemble for Patient-Level Three-Class Osteoporosis Screening Using Thoracoabdominal CT-Derived Lumbar Images

Background/Objectives: Osteoporosis and osteopenia remain underdiagnosed despite routine CT examinations containing potentially useful bone information. This study evaluated the feasibility of patient-level three-class classification of Normal, Osteopenia, and Osteoporosis classes using lumbar vertebral PNG images deri...

Bulent Yildiz, E. Delibaş, Irfan Atik et al. · 0 citations
Aug 2026

Comparison of dual-energy X-ray absorptiometry and lumbar radiographs using deep learning for osteoporosis diagnosis.

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. · 0 citations

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