Multimodal Transformer Fusion of Clinical Information, Medical Text, and Pituitary MRI 2.5D Deep Learning Features for Differentiating Growth Hormone Deficiency and Idiopathic Short Stature.

The pituitary MRI-based 2.5D deep learning model can effectively differentiate pediatric growth hormone deficiency and idiopathic short stature.

The multimodal Transformer fusion model further improves diagnostic accuracy and generalization, providing a reliable non-invasive auxiliary tool for the precise differential diagnosis of the two diseases.