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Table 1 Comparison of the demographic data of neonatal patients

From: Early prediction of need for invasive mechanical ventilation in the neonatal intensive care unit using artificial intelligence and electronic health records: a clinical study

 

IMV patient

(n = 505)

Non-IMV patient

(n = 889)

All patient

(N = 1,394)

P value

Maternal characteristics

 Maternal hypertension, n (%)

10 (2.0)

17 (1.9)

27 (1.9)

0.9299

 GDM, n (%)

21 (4.2)

37 (4.2)

58 (4.2)

0.9974

 Antenatal steroid, n (%)

0(0.0)

2(0.2)

2(0.1)

0.1574

Delivery mode

 Vaginal delivery, n (%)

341 (67.5)

593 (66.7)

934 (67.0)

0.7540

 Cesarean section, n (%)

164 (32.48)

296 (33.3)

460 (33.0)

0.7540

Patient characteristics

 Gestational age (week)

35.16 ± 4.17

37.44 ± 2.18

36.61 ± 3.25

 < 0.001

 Birth weight (g)

2,446.33 ± 903.33

2,897.44 ± 655.50

2,734.01 ± 784.98

 < 0.001

 Birth height (cm)

45.49 ± 5.11

47.72 ± 3.60

46.93 ± 4.33

 < 0.001

 IUGR, n (%)

58 (11.5)

113 (12.7)

171 (12.3)

0.4978

   < 3 percentile, n (%)

28 (5.5)

50 (5.6)

78 (5.6)

0.9503

 Male, n (%)

314 (62.2)

518 (58.3)

832 (59.7)

0.1510

 CRIB II score

1.79 ± 2.18

1.43 ± 1.50

1.43 ± 1.50

 < 0.001

 Surfactant administration, n (%)

0 (0.0)

89 (10.0)

89 (6.4)

 < 0.001

Underlying comorbidities, n (%)

 RDS

260 (51.5)

4(0.5)

264 (18.9)

 < 0.001

 PDA

90 (17.9)

20 (2.2)

110 (7.9)

 < 0.001

 BPD

21 (4.2)

2 (0.2)

23 (1.7)

 < 0.001

 ROP

7 (1.4)

2 (0.2)

9 (0.7)

0.0334

 NEC

16 (3.2)

3 (0.3)

19 (1.4)

 < 0.001

 Duration of hospitalization, mean ± SD (day)

32.06 ± 31.93

8.98 ± 7.91

17.34 ± 23.06

 < 0.001

 Mortality, n (%)

38 (7.5)

5 (0.6)

43 (3.1)

0.0000

  1. Abbreviations: BPD Bronchopulmonary dysplasia, CRIP Clinical Risk Index for Babies, GDM Gestational diabetes mellitus, NEC Necrotizing enterocolitis, IMV Invasive mechanical ventilation, IUGR Intrauterine growth restriction, RDS Respiratory distress syndrome, ROP Retinopathy of prematurity, SD Standard deviation, PDA Patent ductus arteriosus