The exploration of feature extraction and machine learning for predicting bone density from simple spine X-ray images in a Korean population.

In this study, we explored various machine learning algorithms for the prediction of BMD using simple spine X-ray image features extracted by three deep learning algorithms. We identified the combination for the best performance in predicting high-risk populations with abnormal BMD.