What are the Limitations of the AUC-ROC Curve in Cancer Detection?
While the AUC-ROC curve is a powerful tool, it has some limitations:
It does not provide information on the actual probability scores. It can be misleading with imbalanced datasets, which are common in cancer research. It does not consider the costs of false positives and false negatives, which are critical in cancer diagnosis.
