Researchers have developed a prediction model for patient disposition using EF-Net.The model incorporates categorical and numerical features to achieve higher accuracy.The EF-Net model achieved an accuracy of 95.33%, while the Ensemble Model achieved 96%.The experiment shows that EF-Net outperforms existing works in accuracy, AUROC, and F1-Score.