Model-building process The random forest (RF) algorithm using the “ranger” package was selected as the model engine, guided by an array of benefits associated with its flexibility, nonlinear modeling, ...

For cervical cancer, the cost-sensitive Random Forest and XGBoost algorithms improved from high scores to perfect precision and recall.