Table II.

Log-transformed concentrations for the 4 machine learning algorithms.

Predictor	AUC (LASSO)	AUC (SVM)	AUC (DT)	AUC (RF)
Five year survival	0.450	0.592	0.490	0.456
Cancer recurrence	0.450	0.325	0.519	0.412
Chemotherapy dose reduction	0.483	0.508	0.304	0.367
Treatment delay	0.750	0.467	0.642	0.700

AUC, area under the curve; DT, decision tree; RF, random forest; LASSO, least absolute shrinkage and selection operator; SVM, Support Vector Machine.