Explainable Machine Learning-Based Prediction Model for Diabetic Nephropathy

Figure 1

DN statistical analysis workflow diagram. DN statistical analysis workflow diagram contains four machine learning classifiers, preprocessing steps, optimization of hyperparameters of classifiers by grid search, and model evaluation methods. Feature filtering was performed using R V4.2.2. Data preprocessing and modeling, evaluation, and interpretation of machine learning models were performed with Python V3.10.