Fig. 29

Neural network architecture diagram for predicting future trends in external fixation techniques. Note: This deep learning model schematic illustrates the prediction of future improvements and therapeutic outcomes in external fixation technology through multilayer nonlinear transformations and feature extraction, using multidimensional clinical data as input (including ROM, complication rates, follow-up duration, and functional scores). The model provides prospective data support for clinical decision-making