SOX9 and hepatocellular carcinoma: In this study, we developed a novel model that uses reinforcement learning (RL) to guide its attention toward regions closely associated with SOX9 expression while using only preoperative contrast-enhanced CT images to predict SOX9 status in patients with advanced HCC.