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Table 4 Patient characteristics between train and test data

From: Evaluating machine learning algorithms to Predict 30-day Unplanned REadmission (PURE) in Urology patients

 

Train (N = 6008)

Test (N = 4638)

P-value

Total (N = 10,646)

Use of antipsychotics

 No

5710 (95.0%)

4492 (96.9%)

 < 0.001

10,202 (95.8%)

 Yes

298 (5.0%)

146 (3.1%)

 

444 (4.2%)

Hypertension

 No

5718 (95.2%)

4420 (95.3%)

0.796

10,138 (95.2%)

 Yes

290 (4.8%)

218 (4.7%)

 

508 (4.8%)

Renal insufficiency

 No

5830 (97.0%)

4514 (97.3%)

0.405

10,344 (97.2%)

 Yes

178 (3.0%)

124 (2.7%)

 

302 (2.8%)

Use of corticosteroids

 No

5632 (93.7%)

4440 (95.7%)

 < 0.001

10,072 (94.6%)

 Yes

376 (6.3%)

198 (4.3%)

 

574 (5.4%)

Surgery laparoscopic

 No

5862 (97.6%)

4528 (97.6%)

0.896

10,390 (97.6%)

 Yes

146 (2.4%)

110 (2.4%)

 

256 (2.4%)

Bladder oncology

 No

5734 (95.4%)

4464 (96.2%)

0.0441

10,198 (95.8%)

 Yes

274 (4.6%)

174 (3.8%)

 

448 (4.2%)

Surgery prostate

 No

5318 (88.5%)

4220 (91.0%)

 < 0.001

9538 (89.6%)

 Yes

690 (11.5%)

418 (9.0%)

 

1108 (10.4%)

Kidney stones

 No

5860 (97.5%)

4484 (96.7%)

0.00982

10,344 (97.2%)

 Yes

148 (2.5%)

154 (3.3%)

 

302 (2.8%)

Use of NSAID's

 No

4140 (68.9%)

3214 (69.3%)

0.682

7354 (69.1%)

 Yes

1868 (31.1%)

1424 (30.7%)

 

3292 (30.9%)

Surgery scrotal

 No

5874 (97.8%)

4516 (97.4%)

0.203

10,390 (97.6%)

 Yes

134 (2.2%)

122 (2.6%)

 

256 (2.4%)

Age

 Mean (SD)

66.7 (16.8)

65.0 (17.7)

 < 0.001

65.9 (17.2)

 Median [Min, Max]

71.0 [13.0, 103]

69.0 [17.0, 106]

 

70.0 [13.0, 106]

Diastolic blood pressure

 Mean (SD)

74.2 (8.85)

74.7 (8.89)

0.00368

74.5 (8.87)

 Median [Min, Max]

74.0 [44.0, 126]

74.0 [44.0, 117]

 

74.0 [44.0, 126]

Creatinine blood

 Mean (SD)

104 (80.5)

97.7 (62.9)

 < 0.001

101 (73.5)

 Median [Min, Max]

87.0 [21.0, 1270]

84.0 [28.0, 1480]

 

85.0 [21.0, 1480]

Systolic blood pressure

 Mean (SD)

132 (18.2)

132 (18.7)

0.956

132 (18.4)

 Median [Min, Max]

130 [87.0, 210]

130 [85.0, 200]

 

130 [85.0, 210]

Charlson Comorbidity Index

 Mean (SD)

1.15 (1.83)

1.04 (1.80)

0.00404

1.10 (1.82)

 Median [Min, Max]

0 [0, 11.0]

0 [0, 10.0]

 

0 [0, 11.0]

Uses a catheter at home

 No

5758 (95.8%)

4432 (95.6%)

0.509

10,190 (95.7%)

 Yes

250 (4.2%)

206 (4.4%)

 

456 (4.3%)

Hemoglobin

 Mean (SD)

7.71 (1.14)

7.69 (1.19)

0.629

7.70 (1.16)

 Median [Min, Max]

7.80 [4.00, 11.6]

7.80 [4.00, 11.6]

 

7.80 [4.00, 11.6]

Use of ulcer medication

 No

3324 (55.3%)

2764 (59.6%)

 < 0.001

6088 (57.2%)

 Yes

2684 (44.7%)

1874 (40.4%)

 

4558 (42.8%)

ED visits last 6 months

 Mean (SD)

0.207 (0.594)

0.162 (0.558)

 < 0.001

0.188 (0.579)

 Median [Min, Max]

0 [0, 8.00]

0 [0, 7.00]

 

0 [0, 8.00]

Urinary tract infection

 No

5818 (96.8%)

4530 (97.7%)

0.0115

10,348 (97.2%)

 Yes

190 (3.2%)

108 (2.3%)

 

298 (2.8%)

Surgery urolithiasis

 No

5462 (90.9%)

4232 (91.2%)

0.572

9694 (91.1%)

 Yes

546 (9.1%)

406 (8.8%)

 

952 (8.9%)

Use of anticoagulants

 No

1550 (25.8%)

1608 (34.7%)

 < 0.001

3158 (29.7%)

 Yes

4458 (74.2%)

3030 (65.3%)

 

7488 (70.3%)

Sex

 Female

1832 (30.5%)

1556 (33.5%)

 < 0.001

3388 (31.8%)

 Male

4176 (69.5%)

3082 (66.5%)

 

7258 (68.2%)

Surgery bladder

 No

4744 (79.0%)

3878 (83.6%)

 < 0.001

8622 (81.0%)

 Yes

1264 (21.0%)

760 (16.4%)

 

2024 (19.0%)

Home medication

 Mean (SD)

9.83 (7.80)

8.55 (7.62)

 < 0.001

9.27 (7.75)

 Median [Min, Max]

8.00 [0, 51.0]

6.00 [0, 59.0]

 

7.00 [0, 59.0]

Clinical admissions last year

 Mean (SD)

0.479 (1.03)

0.361 (0.838)

 < 0.001

0.428 (0.952)

 Median [Min, Max]

0 [0, 11.0]

0 [0, 11.0]

 

0 [0, 11.0]

Clinical medication

 Mean (SD)

37.6 (29.8)

33.0 (27.9)

 < 0.001

35.6 (29.1)

 Median [Min, Max]

28.0 [0, 253]

25.0 [0, 209]

 

26.0 [0, 253]

Length of Stay

 Mean (SD)

2.84 (3.72)

2.39 (3.75)

 < 0.001

2.64 (3.74)

 Median [Min, Max]

2.00 [0, 65.0]

1.00 [0, 97.0]

 

2.00 [0, 97.0]

Oncology

 Absent

5734 (95.4%)

4464 (96.2%)

0.0441

10,198 (95.8%)

 Present

274 (4.6%)

174 (3.8%)

 

448 (4.2%)

Medication

 No

1182 (19.7%)

1200 (25.9%)

 < 0.001

2382 (22.4%)

 Yes

4826 (80.3%)

3438 (74.1%)

 

8264 (77.6%)

Comorbidity

 Absent

5422 (90.2%)

4158 (89.7%)

0.326

9580 (90.0%)

 Present

586 (9.8%)

480 (10.3%)

 

1066 (10.0%)

Surgery

 No

3588 (59.7%)

2988 (64.4%)

 < 0.001

6576 (61.8%)

 Yes

2420 (40.3%)

1650 (35.6%)

 

4070 (38.2%)

  1. P-values calculated with Student’s T-test for numeric variables and Chi-squared test for categorical variables