Fig. 4
From: Predicting responsiveness to GLP-1 pathway drugs using real-world data
Assessment of model performance. A. Confusion matrices for: (A1) logistic regression and (A2) LightGBM. A3. ROC (Receiver Operating Characteristic) curve for logistic regression (green) and LightGBM (orange). The blue dotted line indicates where the false positive rate equals the true positive rate. B. Model learning curves for (B1) Logistic regression and (B2) LightGBM. Area under the ROC (auROC) curve was used to evaluate the model performance and is shown in the y-axis. C. Logisitic regression coefficients were plotted to show feature importance