Interpretable Machine Learning for Osteopenia Detection: A Proof-of-Concept Study Using Bioelectrical Impedance in Perimenopausal Women

<b>Objectives:</b> The early detection of low bone mineral density (BMD) is essential for preventing osteoporosis and related complications. While dual-energy X-ray absorptiometry (DXA) remains the gold standard for diagnosis, its cost and limited availability restrict its use in large-s...

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Bibliographic Details

Published in:	Journal of Functional Morphology and Kinesiology
Main Authors:	Dimitrios Balampanos, Christos Kokkotis, Theodoros Stampoulis, Alexandra Avloniti, Dimitrios Pantazis, Maria Protopapa, Nikolaos-Orestis Retzepis, Maria Emmanouilidou, Panagiotis Aggelakis, Nikolaos Zaras, Maria Michalopoulou, Athanasios Chatzinikolaou
Format:	Article
Language:	English
Published:	MDPI AG 2025-07-01
Subjects:	public health screening perimenopause preventive medicine
Online Access:	https://www.mdpi.com/2411-5142/10/3/262