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Table 1 Sample characteristics by parity and birthweight for gestational age category (N = 30,705)

From: Comparison of logistic regression with machine learning methods for the prediction of fetal growth abnormalities: a retrospective cohort study

Predictors

Primiparae

Multiparae

AGA

SGA

LGA

AGA

SGA

LGA

Sociodemographics

 Maternal age [years]

27.2 (5.7)

26.9 (6.0)

27.3 (5.5)

30.3 (5.2)

29.8 (5.5)

31.1 (4.9)

 Common-law/married

66%

63%

67%

79%

68%

84%

 Area-level income quintiles

18/22/23/22/15%

22/21/24/20/13%

16/23/22/24/15%

17/21/23/22/17%

24/22/22/18/14%

17/19/24/22/18%

 Urban residence

66%

63%

67%

79%

68%

84%

Pregnancy risk factors

 Smoking before pregnancy

25%

37%

20%

24%

47%

15%

 Pre-pregnancy BMI [m/kg2]

25.5 (6.1)

24.9 (6.4)

27.7 (6.8)

26.4 (6.4)

24.9 (6.0)

28.8 (7.2)

 Pre-existing hypertension

1%

2%

2%

1%

2%

2%

 Pre-existing diabetes

1%

1%

2%

1%

1%

3%

Past pregnancy history

 Previous gestational diabetes

–

–

–

3%

2%

5%

 Previous child with BW < 2500 g

–

–

–

7%

19%

3%

 Previous child with BW > 4080 g

–

–

–

9%

3%

31%

 Previous caesarean section

–

–

–

24%

23%

29%

 Previous preterm delivery < 29 wks

–

–

–

1%

1%

1%

 Previous preterm delivery 29–32 wks

–

–

–

1%

2%

1%

 Previous preterm delivery 33–36 wks

–

–

–

5%

7%

4%

 Previous death of neonate ≥500 g

–

–

–

1%

1%

0%

Current pregnancy

 Fetal male sex

51%

54%

52%

51%

52%

50%

 Weight gain at 26 wks [kg]

8.9 (3.3)

7.9 (3.1)

10.3 (3.8)

7.8 (3.2)

6.7 (3.2)

8.8 (3.5)

 Smoking during pregnancy

15%

27%

9%

19%

41%

10%

 Substance use in pregnancy

3%

5%

2%

2%

4%

1%

 Gestational diabetes

4%

6%

8%

5%

5%

10%

 Pregnancy-induced hypertension

2%

5%

2%

1%

2%

1%

 Psychiatric disorder

11%

13%

11%

12%

14%

10%

  1. Numbers are presented as mean (standard deviation) or proportions as applicable
  2. Abbreviations: AGA appropriate for gestational age, BMI body mass index, BW birthweight, LGA large for gestational age, Pre-P pre-pregnancy, SGA small for gestational age, wks weeks