Prediction of Gestational Diabetes Mellitus under Cascade and Ensemble Learning Algorithm

Table 4

Comparison of cascade results of models.

Model no. 1	Model no. 2	Model no.3	F1	Ascension degree (%)
Catboost	XGBoost	Catboost	0.732	1.1%
	LightGBM		0.741	2%
	Catboost		0.763	4.2%
Catboost			0.721	—
LightGBM	XGBoost	Catboost	0.683	1.9%
	LightGBM		0.692	2.8%
	Catboost		0.701	3.7%
LightGBM			0.664	—
XGBoost	XGBoost	Catboost	0.673	0.5%
	LightGBM		0.682	0.4%
	Catboost		0.691	1.3%
XGBoost			0.678