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Table 2 Correlation of derivation and validation datasets

From: A three-step approach for the derivation and validation of high-performing predictive models using an operational dataset: congestive heart failure readmission case study

 

2003-2012 vs. 2013 (6-month)

2008-2012 vs. 2013 (6-month)

2009-2012 vs. 2013 (6-month)

Gender

0.099

0.135

0.175

Race

≤0.001

≤0.001

0.002

Marital status

0.406

0.499

0.632

Religion

≤0.001

≤0.001

≤0.001

Insurance/Finance class

≤0.001

≤0.001

0.009

Age_At_Admission (Age)

0.023

≤0.001

≤0.001

(64.39/15.8)

(64.38/15.89)

(63.79/15.82)

Home proximity

0.011

≤0.001

≤0.001

 

(93.2/205.64)

(93.65/206.78)

(95.73/196.36)

Mean household income

0.011

≤0.001

≤0.001

 

(65650/19673.84)

(65630/19599.2)

(65580/19612)

Discharge disposition

0.02

0.01

0.01

Hospital services

0.19

0.236

0.43

Length of Stay(LOS)

≤0.001

≤0.001

≤0.001

 

(7.46/9.16)

(7.56/9.33)

(7.73/196.36)

CharlsonIndexF frequency

≤0.001

≤0.001

≤0.001

 

(4.87/2.84)

(4.87/2.83)

(4.92/2.89)

18 CCS Categories

≤0.001

≤0.001

≤0.001

(0.062-4.94)/

(0.065-5.01)/

(0.069-5.03)/

(0.270-2.55)

(0.277-2.55)

(0.287-2.6)

Lab tests

≤0.001

≤0.001

≤0.001

 

(0.025-1430)/

(0.026-1456)/

(0.026-1446)/

(0.047-130.57)

(0.047-130.41)

(0.049-132.82)

4 Vital sign variables

≤0.001

≤0.001

≤0.001

LAST SBP (LSBP)

(110.5/21.65)

(110.7/21.4)

(110.7/21.4)

LAST HR (LHR)

(79.71/15.92)

(79.88/15.98)

(79.77/15.91)

FIRST WT KG(FW)

(92.57/31.34)

(92.57/31.57)

(93.18/31.35)

LAST WT KG(LW)

(89.93/42.47)

(90.1/43.23)

(90.88/44.57)

6-month Prior:

   

Mean CharlsonIndexF

≤0.001

≤0.001

≤0.001

Frequency

(2.99/7.5)

(3.04/7.615)

(3.08/7.7)

ED Frequency (EDF)

≤0.001

≤0.001

≤0.001

Mean EDLOS

≤0.001

≤0.001

≤0.001

 

(0.16/0.17)

(0.15/0.13)

(0.15/0.13)

Number of Yes/No records

608/141

597/132

471/121

Readmission

0.0004

0.0002

0.0001

  1. For each numeric variable, both the p-value and the related mean and standard deviation are provided. For laboratory tests and 18 CCS categories, the ranges of means with their associated standard deviations are listed. All variable acronyms are from Table 1.