Application of multimodal fusion technology in early recurrence prediction and pathological analysis of hepatocellular carcinoma

Figure 5 SHapley Additive exPlanations analysis plot. A: SHapley Additive exPlanations adds feature importance explanations, represented by the average absolute shape value for each feature; B: The shape summary plot displays the distribution of shape values for each feature across patients. Each point corresponds to the shape value of a specific feature for each patient. The X-axis represents shape values, with colors ranging from red (high feature value) to blue (low feature value); C: Shape plots for patients with and without recurrence. Colors indicate each feature's contribution (red for positive, blue for negative), while bar length reflects contribution strength. SHAP: SHapley Additive exPlanations; CT: Computed tomography.