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The workflow of machine learning combined with radiomics facilitating the personal treatment of malignant liver tumors. Compared to traditional imaging evaluation methods, radiomics analysis can provide a wealth of multidimensional information, thereby improving the diagnosis, treatment planning, and efficacy prediction for patients with malignant liver tumors.
