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• Any future radiomics platform powered by device discovering should harness both shape and texture metrics, especially since tumor shape (unlike texture) is in addition to the purchase stage and more sturdy through the imaging variations.• Current radiomics research is greatly weighted towards surface evaluation, but quantitative shape metrics shouldn't be overlooked within their possible to distinguish harmless from cancerous renal tumors. • Shape m