Key points to consider when interpreting an ROC curve: 1. Closer to the Top-Left Corner: A curve closer to the top-left corner indicates a better performance. 2. Diagonal Line: A curve along the diagonal line (AUC = 0.5) suggests no discriminatory ability. 3. Shape of the Curve: The shape of the curve can provide insights into the trade-offs between sensitivity and specificity at different thresholds.