Szczegóły publikacji

Opis bibliograficzny

Autorzy (10)

• Kamiński Paweł
• Nurzynska Karolina
• AGHKwiecień Joanna
• Obuchowicz Rafał
• AGHPiórkowski Adam
• AGHPociask Elżbieta
• Stępień Aleksandra
• Kociołek Marcin
• Strzelecki Michał
• AGHAugustyniak Piotr

Słowa kluczowe

Dane bibliometryczne

ID BaDAP	152579
Data dodania do BaDAP	2024-04-15
Tekst źródłowy	URL
DOI	10.3390/jcm13071904
Rok publikacji	2024
Typ publikacji	artykuł w czasopiśmie
Otwarty dostęp
Creative Commons
Czasopismo/seria	Journal of Clinical Medicine

Abstract

Objectives: The purpose of this paper is to assess the determination of male and female sex from trabecular bone structures in the pelvic region. The study involved analyzing digital radiographs for 343 patients and identifying fourteen areas of interest based on their medical significance, with seven regions on each side of the body for symmetry. Methods: Textural parameters for each region were obtained using various methods, and a thorough investigation of data normalization was conducted. Feature selection approaches were then evaluated to determine a small set of the most representative features, which were input into several classification machine learning models. Results: The findings revealed a sex-dependent correlation in the bone structure observed in X-ray images, with the degree of dependency varying based on the anatomical location. Notably, the femoral neck and ischium regions exhibited distinctive characteristics between sexes. Conclusions: This insight is crucial for medical professionals seeking to estimate sex dependencies from such image data. For these four specific areas, the balanced accuracy exceeded 70%. The results demonstrated symmetry, confirming the genuine dependencies in the trabecular bone structures.

Publikacje, które mogą Cię zainteresować