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Table 2 Clinical characteristics and intervention of the training set and the test set

From: Development and validation of a machine learning model to predict hemostatic intervention in patients with acute upper gastrointestinal bleeding

 

Training set

(n = 1,111)

Test set

(n = 278)

P-Value

Baseline characteristics

 Age, mean (SD)

64.2 (15.2)

64.8 (14.8)

0.559

 Male, n (%)

720 (64.8)

182 (65.5)

0.892

 Cirrhosis, n (%)

351 (31.6)

86 (30.9)

0.889

 Malignancy, n (%)

176 (15.8)

55 (19.8)

0.137

 Antithrombotic use, n (%)

556 (50.0)

133 (47.8)

0.555

 Previous UGIB, n (%)

198 (17.8)

52 (18.7)

0.798

Clinical presentation

 Time to presentation (hour), mean (SD)

25.9 (23.6)

26.9 (22.6)

0.499

 Red emesis, n (%)

333 (30.0)

77 (27.7)

0.503

 Coffee ground, n (%)

366 (32.9)

86 (30.9)

0.570

 Melena, n (%)

555 (50.0)

147 (52.9)

0.421

 Maroon, n (%)

80 (7.2)

24 (8.6)

0.494

 Red stool, n (%)

21 (1.9)

3 (1.1)

0.449

 Systolic BP, mean (SD)

115.0 (25.7)

113.9 (22.9)

0.470

 Heart rate, mean (SD)

92.2 (19.3)

93.7 (19.3)

0.247

 Resuscitation, n (%)

245 (22.1)

57 (20.5)

0.632

Laboratory findings

 Hemoglobin, mean (SD)

8.2 (2.6)

8.1 (2.6)

0.935

 Platelet (x106), mean (SD)

210 (111)

218 (130)

0.375

 INR, mean (SD)

1.7 (1.9)

1.7 (1.5)

0.680

 Albumin, mean (SD)

3.1 (0.7)

3.2 (0.6)

0.127

 BUN/Cr ratio, mean (SD)

32.0 (30.6)

31.4 (16.5)

0.648

Result

 Intervention, n (%)

482 (43.4)

133 (47.8)

0.204

  1. BP blood pressure, BUN blood urea nitrogen, COX-2 cyclooxygenase-2, Cr creatinine, INR international normalized ratio, NSAIDs nonsteroidal anti-inflammatory drugs, UGIB upper gastrointestinal bleeding