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Radiomics' pivotal role in cases of colorectal carcinoma lies in detecting synchronous and metachronous lesions, a crucial necessity given the roughly 25% incidence of colorectal liver metastases. Radiomics can augment clinical strategies, especially in the characterization and identification of patients prone to high-risk conditions. Radiomics, though attractive in concept, presents many practical challenges that hinder its consistent use in daily practice. Additional studies are needed to