A tongue features fusion approach to predicting prediabetes and diabetes with machine learning

•Accurate diabetes risk prediction is important to ensure the health of patients.•Features fusion significantly improves the detection capability of the model.•We make a proper fusion analysis of prior knowledge and potential features.•Existing models ignored the key value of tongue in the diagnosis of diabetes.•The features fusion is not utilized in existing tongue feature – based systems.