Characterizing low femoral neck BMD in Qatar Biobank participants using machine learning models

Characterizing low femoral neck BMD in Qatar Biobank participants using machine learning models

Abstract Background Identifying determinants of low bone mineral density (BMD) is crucial for understanding the underlying pathobiology and developing effective prevention and management strategies. Here we applied machine learning (ML) algorithms to predict low femoral neck BMD using standard demog...

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Bibliographic Details
Main Authors: Nedhal Al-Husaini, Rozaimi Razali, Amal Al-Haidose, Mohammed Al-Hamdani, Atiyeh M. Abdallah
Format: Article
Language:English
Published: BMC 2025-05-01
Series:BMC Musculoskeletal Disorders
Subjects:
Bone mineral density
Femoral neck
Machine learning
Creatinine
Alkaline phosphatase
Qatar biobank
Online Access:https://doi.org/10.1186/s12891-025-08726-5
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