Vertebral compression fractures (VCFs) involve partial collapse of vertebral bodies.
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Statistics of gray levels, texture features, and shape features were computed.
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Classification of normal vertebral bodies versus VCFs was performed.
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Area under the receiver operating characteristic curve AUROC=0.97 was obtained.
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AUROC=0.92 was obtained in classification of benign versus malignant VCFs.
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