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Colorectal liver metastases, arising in roughly 25% of colorectal carcinoma patients, demand radiomics to effectively detect both synchronous and metachronous lesions. Radiomics can be a beneficial supplementary diagnostic tool, particularly for the detection of individuals at high risk of disease within a clinical environment. Radiomics, however promising, is plagued by numerous shortcomings, severely impacting its d