Table 4.

The prediction performance of the six classification models for PLoS prediction.

Classifier algorithms	Brier score	AUC	Precision	Recall	F1-score	Accuracy
LoR	0.182	0.752	0.75	0.75	0.74	0.75
RF	0.226	0.706	0.67	0.68	0.68	0.68
GB	0.181	0.754	0.75	0.75	0.73	0.75
SVM	0.192	0.726	0.74	0.74	0.72	0.74
AdaBoost	0.255	0.643	0.65	0.65	0.65	0.65
KNN	0.198	0.723	0.70	0.71	0.70	0.71