LGI1 and encephalitis: Based on the classification results of the ResNet18 model, it was found that the heatmap generated by Grad-CAM included the MTL and BG, indicating that this model focused on the MTL and BG to discriminate between LGI1 and GABAB receptor antibody encephalitis.