Table 4:

Predicting Hepatomegaly using the PBC data set

Clinical visits in advanced	Model	ACC	AUC	Sens	Spec	PPV
1	MErf	0.83(0.78,0.86)	0.88(0.83,0.91)	0.86(0.81,0.90)	0.79(0.72,0.83)	0.86(0.82,0.90)
	MEgbm	0.83(0.77,0.87)	0.87(0.84,0.90)	0.88(0.80,0.91)	0.76(0.67,0.81)	0.85(0.80,0.89)
	MEmob	0.84(0.81,0.87)	0.85(0.81,0.91)	0.86(0.79,0.90)	0.81(0.77,0.84)	0.88(0.86,0.90)
	MEctree	0.84(0.78,0.87)	0.85(0.81,0.89)	0.86(0.79,0.90)	0.80(0.63,0.85)	0.87(0.79,0.91)
	GLMM	0.85(0.82,0.88)	0.90(0.87,0.92)	0.86(0.79,0.90)	0.85(0.79,0.89)	0.90(0.86,0.93)
	GLM	0.85(0.82,0.88)	0.90(0.87,0.93)	0.86(0.80,0.90)	0.84(0.78,0.88)	0.89(0.86,0.92)
	GBM	0.85(0.82,0.87)	0.90(0.87,0.92)	0.85(0.79,0.90)	0.86(0.80,0.91)	0.91(0.87,0.94)
	RF	0.84(0.81,0.87)	0.90(0.87,0.93)	0.83(0.78,0.89)	0.86(0.81,0.92)	0.90(0.86,0.94)
2	MErf	0.83(0.77,0.87)	0.87(0.80,0.92)	0.85(0.76,0.92)	0.79(0.76,0.86)	0.85(0.80,0.90)
	MEgbm	0.83(0.77,0.88)	0.87(0.79,0.91)	0.86(0.78,0.93)	0.78(0.72,0.85)	0.84(0.79,0.89)
	MEmob	0.81(0.76,0.88)	0.86(0.80,0.90)	0.84(0.77,0.93)	0.76(0.70,0.82)	0.83(0.77,0.87)
	MEctree	0.81(0.76,0.86)	0.85(0.78,0.89)	0.84(0.74,0.91)	0.76(0.71,0.82)	0.83(0.78,0.87)
	GLMM	0.82(0.76,0.86)	0.86(0.78,0.90)	0.84(0.74,0.91)	0.80(0.76,0.85)	0.85(0.81,0.89)
	GLM	0.78(0.74,0.81)	0.84(0.77,0.87)	0.81(0.73,0.87)	0.74(0.68,0.80)	0.81(0.74,0.86)
	GBM	0.79(0.74,0.82)	0.85(0.81,0.88)	0.80(0.72,0.87)	0.78(0.71,0.85)	0.83(0.78,0.87)
	RF	0.81(0.77,0.85)	0.87(0.81,0.91)	0.81(0.73,0.90)	0.81(0.73,0.87)	0.85(0.78,0.89)
3	MErf	0.83(0.74,0.88)	0.87(0.79,0.91)	0.88(0.74,0.94)	0.78(0.67,0.84)	0.84(0.75,0.88)
	MEgbm	0.83(0.74,0.87)	0.87(0.79,0.90)	0.88(0.76,0.94)	0.77(0.63,0.82)	0.83(0.74,0.87)
	MEmob	0.82(0.74,0.86)	0.86(0.80,0.89)	0.87(0.76,0.93)	0.75(0.69,0.81)	0.82(0.77,0.86)
	MEctree	0.82(0.75,0.86)	0.85(0.80,0.89)	0.86(0.74,0.92)	0.77(0.71,0.82)	0.83(0.79,0.86)
	GLMM	0.82(0.78,0.87)	0.87(0.82,0.91)	0.84(0.77,0.91)	0.80(0.74,0.85)	0.84(0.79,0.88)
	GLM	0.77(0.72,0.81)	0.83(0.77,0.86)	0.78(0.67,0.82)	0.77(0.70,0.83)	0.81(0.75,0.86)
	GBM	0.78(0.74,0.82)	0.84(0.79,0.88)	0.77(0.70,0.86)	0.79(0.73,0.89)	0.82(0.78,0.89)
	RF	0.78(0.73,0.83)	0.87(0.83,0.90)	0.76(0.69,0.82)	0.81(0.70,0.87)	0.83(0.76,0.88)
4	MErf	0.81(0.64,0.86)	0.85(0.65,0.89)	0.83(0.67,0.88)	0.78(0.55,0.85)	0.83(0.69,0.89)
	MEgbm	0.81(0.65,0.86)	0.85(0.63,0.89)	0.84(0.71,0.90)	0.76(0.53,0.84)	0.82(0.68,0.88)
	MEmob	0.82(0.75,0.86)	0.86(0.78,0.90)	0.84(0.76,0.89)	0.80(0.71,0.83)	0.84(0.79,0.87)
	MEctree	0.82(0.65,0.87)	0.84(0.61,0.89)	0.84(0.72,0.91)	0.78(0.55,0.83)	0.83(0.70,0.87)
	GLMM	0.85(0.79,0.88)	0.87(0.81,0.90)	0.86(0.81,0.92)	0.83(0.76,0.87)	0.86(0.82,0.89)
	GLM	0.73(0.67,0.79)	0.78(0.71,0.85)	0.73(0.66,0.81)	0.73(0.64,0.83)	0.78(0.69,0.85)
	GBM	0.73(0.68,0.79)	0.78(0.72,0.84)	0.72(0.58,0.84)	0.74(0.66,0.83)	0.78(0.72,0.83)
	RF	0.76(0.71,0.81)	0.80(0.73,0.86)	0.76(0.69,0.82)	0.75(0.64,0.83)	0.79(0.72,0.86)
5	MErf	0.85(0.80,0.89)	0.88(0.84,0.91)	0.87(0.78,0.93)	0.83(0.79,0.90)	0.87(0.83,0.92)
	MEgbm	0.85(0.79,0.88)	0.89(0.85,0.91)	0.87(0.76,0.92)	0.83(0.79,0.89)	0.87(0.83,0.92)
	MEmob	0.84(0.76,0.89)	0.87(0.77,0.91)	0.85(0.74,0.94)	0.83(0.77,0.88)	0.86(0.81,0.91)
	MEctree	0.86(0.78,0.90)	0.88(0.85,0.91)	0.87(0.78,0.92)	0.84(0.79,0.89)	0.87(0.82,0.92)
	GLMM	0.85(0.81,0.90)	0.86(0.80,0.92)	0.86(0.79,0.92)	0.85(0.77,0.91)	0.88(0.82,0.93)
	GLM	0.67(0.61,0.73)	0.73(0.62,0.81)	0.65(0.58,0.78)	0.70(0.60,0.79)	0.73(0.66,0.81)
	GBM	0.70(0.64,0.76)	0.74(0.68,0.81)	0.67(0.56,0.76)	0.73(0.61,0.87)	0.76(0.69,0.85)
	RF	0.74(0.70,0.78)	0.79(0.76,0.83)	0.75(0.65,0.83)	0.74(0.65,0.83)	0.78(0.72,0.84)
6	MErf	0.82(0.78,0.86)	0.87(0.82,0.90)	0.85(0.75,0.92)	0.80(0.75,0.84)	0.83(0.78,0.87)
	MEgbm	0.83(0.78,0.86)	0.87(0.82,0.90)	0.85(0.77,0.91)	0.80(0.76,0.85)	0.83(0.79,0.87)
	MEmob	0.82(0.79,0.85)	0.86(0.82,0.90)	0.84(0.78,0.92)	0.79(0.75,0.82)	0.82(0.79,0.85)
	MEctree	0.82(0.74,0.86)	0.87(0.81,0.90)	0.83(0.67,0.92)	0.80(0.76,0.84)	0.83(0.78,0.87)
	GLMM	0.83(0.79,0.86)	0.85(0.80,0.89)	0.84(0.77,0.89)	0.82(0.77,0.86)	0.84(0.81,0.87)
	GLM	0.66(0.57,0.72)	0.69(0.57,0.78)	0.62(0.56,0.68)	0.69(0.57,0.77)	0.70(0.58,0.79)
	GBM	0.65(0.57,0.72)	0.68(0.59,0.74)	0.65(0.52,0.76)	0.66(0.52,0.83)	0.68(0.58,0.80)
	RF	0.71(0.63,0.78)	0.76(0.68,0.82)	0.71(0.60,0.81)	0.73(0.61,0.82)	0.74(0.63,0.84)
7	MErf	0.82(0.80,0.85)	0.88(0.83,0.92)	0.84(0.78,0.90)	0.81(0.76,0.86)	0.84(0.80,0.90)
	MEgbm	0.82(0.78,0.85)	0.88(0.83,0.91)	0.83(0.76,0.89)	0.82(0.77,0.86)	0.84(0.80,0.89)
	MEmob	0.82(0.77,0.85)	0.87(0.79,0.91)	0.82(0.72,0.89)	0.81(0.75,0.87)	0.84(0.78,0.89)
	MEctree	0.82(0.80,0.85)	0.89(0.84,0.92)	0.83(0.76,0.89)	0.81(0.77,0.86)	0.84(0.80,0.89)
	GLMM	0.82(0.71,0.86)	0.84(0.72,0.88)	0.85(0.74,0.92)	0.78(0.63,0.84)	0.82(0.71,0.88)
	GLM	0.62(0.58,0.70)	0.61(0.57,0.68)	0.63(0.49,0.80)	0.61(0.52,0.74)	0.66(0.60,0.71)
	GBM	0.65(0.57,0.70)	0.66(0.57,0.73)	0.66(0.47,0.80)	0.63(0.51,0.75)	0.68(0.62,0.74)
	RF	0.67(0.57,0.72)	0.70(0.60,0.75)	0.69(0.57,0.82)	0.64(0.52,0.78)	0.70(0.58,0.78)