Table 3. A. Reclassification tables.

Super Learner 1: Super Learner with categorized variables; Super Learner 2: Super Learner with non-transformed variables. B. Reclassification statistics. Super Learner 1: Super Learner with categorized variables; Super Learner 2: Super Learner with non-transformed variables.

A.
Initial model	Updated model		Predicted probability according to initial model
			0–0.25	0.25–0.5	0.5–0.75	0.75–1	% reclassified
SAPS II, original	SL1	0–0.25	13,341	134	3	0	1%
		0.25–0.5	4,529	723	50	0	86%
		0.5–0.75	2,703	1090	174	2	96%
		0.75–1	444	705	473	137	92%
	SL2	0–0.25	12,932	490	55	1	4%
		0.25–0.5	4,062	1,087	142	11	79%
		0.5–0.75	2,531	1,165	258	15	93%
		0.75–1	485	775	448	51	97%
SAPS II, refitted	SL1	0–0.25	20,104	884	30	2	4%
		0.25–0.5	894	1,426	238	9	44%
		0.5–0.75	18	328	361	62	53%
		0.75–1	1	14	71	66	57%
	SL2	0–0.25	19,221	1,667	124	8	9%
		0.25–0.5	765	1,478	318	6	42%
		0.5–0.75	24	346	367	32	52%
		0.75–1	0	26	94	32	79%
APACHE II, refitted	SL1	0–0.25	19,659	1,140	107	6	6%
		0.25–0.5	1,262	1,195	296	34	57%
		0.5–0.75	89	298	264	71	63%
		0.75–1	7	19	33	28	68%
	SL2	0–0.25	18,930	1,764	200	18	9%
		0.25–0.5	1,028	1,395	345	19	50%
		0.5–0.75	50	333	309	30	57%
		0.75–1	2	25	49	11	87%

B.
		Super Learner 1	Super Learner 2
SAPS II, original	cNRI	0.088 95%CI: (0.050, 0.126)	0.247 95%CI: (0.209, 0.285)
	IDI	−0.048 95%CI: (−0.055, −0.041)	−0.001 95%CI: (−0.010, −0.008)
SAPS II, refitted	cNRI	0.295 95%CI: (0.257, 0.333)	0.528 95%CI: (0.415, 0.565)
	IDI	0.012 95%CI: (0.008, 0.017)	0.060 95%CI: (0.054, 0.065)
APACHE II, refitted	cNRI	0.336 95%CI: (0.298, 0.374)	0.561 95%CI: (0.524, 0.598)
	IDI	0.029 95%CI: (0.023, 0.035)	0.076 95%CI: (0.069, 0.082)