Use of deep learning to predict the need for aggressive nutritional supplementation during head and neck radiotherapy

•Image-based deep learning model can predict the need for a feeding tube.•Our deep learning model’s performance was improved with transfer learning.•Combining the deep learning and clinical model improved the predictive performance.