Figure 1. Receiver operating characteristics (ROC) (a) and precision-recall (PR) curves (b) of Xgboost-based machine learning model evaluated by nested cross-validation scheme using one-vs-the-rest (OvR) multiclass strategy.

Model classes included smoking cessation, full switching to EC use, partial switching to EC use, and non-switching.

EC, e-cigarette.