The ROC Toolkit is not merely a plotting utility; it is a rigorous framework for probabilistic decision-making. In an era where machine learning models are deployed in healthcare, finance, and autonomous systems, understanding the trade-off between catching true events and avoiding false alarms is non-negotiable.
[ J = \textTPR - \textFPR ]