Analytical Comparison of Risk Prediction Models for the Onset of Macrosomia Based on Three Statistical Methods

Table 4

Performance comparison of the three prediction models.

Models	LR		RF		DT
	Training set	Validation set	Training set	Validation set	Training set	Validation set
Accuracy	0.904	0.926	1.000	0.582	0.901	0.852
Sensitivity	0.968	0.990	1.000	0.406	0.541	0.438
Specificity	0.639	0.719	1.000	0.990	0.988	0.981
Recall rate	0.968	0.990	1.000	0.406	0.541	0.438
Accurate rate	0.918	0.919	1.000	0.929	0.917	0.875
F1 score	0.942	0.953	1.000	0.565	0.680	0.583
AUC	0.898	0.906	1.000	0.913	0.789	0.731