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Articles by Erdem Özkan
Atlas-Assisted Bone Age Estimation from Hand-Wrist Radiographs Using Multimodal Large Language Models: A Comparative Study
Background/Objectives: Bone age assessment is critical in pediatric endocrinology and forensic medicine. Although recently developed multimodal large language models (LLMs) show potential in medical imaging, their diagnostic performance in bone age determination has not been sufficiently evaluated. This study evaluates the performance of four multimodal LLMs (ChatGPT-5, Gemini 2.5 Pro, Grok-3, and Claude 4 Sonnet) in bone age determination using the Gilsanz-Ratib (GR) atlas.
Assessment of the Relationship Between the Risk for Orbital Blowout Fracture After Trauma and Ethmoidal Sinus Morphometry Using the 3D Slicer Application
Submitted: 03 December 2025 You are already at the latest version Background and objectives: The purpose of this study was to investigate whether high ethmoid sinus volume (ESV) constitutes a risk factor for the formation of orbital blowout fractures (OBF) after craniofacial trauma and whether it affects the fracture pattern. Materials and Methods: This is a retrospective case-control study involving subjects over 15 years of age who presented to the emergency department with craniofacial trauma.
Atypical presentation of ACCES syndrome resembling dominant Spondyloepiphyseal dysplasia tarda
CONFLICT OF INTEREST STATEMENT There is no conflict of interest. Supporting Information Filename Description ajmga63852-sup-0001-TableS1.docxWord 2007 document , 18.2 KB Table S1. Clinical features in study subjects and other skeletal dysplasias. REFERENCES (2020). Genotype-phenotype correlations of UBA2 mutations in patients with ectrodactyly. European Journal of Medical Genetics, 63(11), 104009. https://doi.org/10.1016/j.ejmg.2020.104009 , , , , , , , & (1984).
Atypical presentation of ACCES syndrome resembling dominant Spondyloepiphyseal dysplasia tarda
CONFLICT OF INTEREST STATEMENT There is no conflict of interest. Supporting Information Filename Description ajmga63852-sup-0001-TableS1.docxWord 2007 document , 18.2 KB Table S1. Clinical features in study subjects and other skeletal dysplasias. REFERENCES (2020). Genotype-phenotype correlations of UBA2 mutations in patients with ectrodactyly. European Journal of Medical Genetics, 63(11), 104009. https://doi.org/10.1016/j.ejmg.2020.104009 , , , , , , , & (1984).
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