BMC Medical Informatics and Decision Making

Table 2 Performance of four benchmark models and the proposed model at three time points

From: Prediction of central venous catheter-associated deep venous thrombosis in pediatric critical care settings

Model	24 h in advance				48 h in advance				72 h in advance
Model	Accuracy	Recall	AUC	AP	Accuracy	Recall	AUC	AP	Accuracy	Recall	AUC	AP
LR	0.64	0.61	0.67	0.27	0.66	0.62	0.67	0.28	0.65	0.57	0.66	0.29
RF	0.61	0.68	0.70	0.32	0.60	0.70	0.71	0.34	0.61	0.74	0.72	0.31
GBDT	0.57	0.73	0.70	0.31	0.57	0.75	0.70	0.29	0.60	0.75	0.72	0.32
MMDL	0.66	0.75	0.74	0.30	0.67	0.71	0.74	0.30	0.59	0.79	0.71	0.31
Model^a	0.77	0.90	0.83	0.37	0.77	0.88	0.82	0.36	0.75	0.87	0.82	0.36

^aThe model proposed in this study

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ISSN: 1472-6947

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