From the Journals

Can CT Radiomics Detect Osteoporosis?

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  • 1

    Machine-learning radiomics model shows superior accuracy for osteoporosis detection.

  • 2

    Study involved 166 patients with concurrent imaging studies.

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    XGBoost achieved AUC of 0.91 in the test cohort.

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    Sensitivity was 89%, specificity 82%.

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    Models demonstrated higher predictive accuracy than traditional methods.

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    Further multicenter validation is necessary for generalizability.

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    Limitations include small sample size and single-center design.

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    The model is intended as a screening tool, not a replacement for dual-energy X-ray absorptiometry.

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