An interpretable machine learning model based on habitat radiomics combined with deep learning for predicting the WHO/ISUP grade of patients with clear cell renal cell carcinoma.

BMC Med Imaging · 2026 · PMC13130805 · PMID 41864916

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did not reach statistical significanceno p-value reported

In the test set, although the habitat model showed improved AUC ( p = 0.033; corrected p = 0.098, z = 2.137), the difference did not reach statistical significance after bonferroni correction.

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