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Table 4 Variable importance based on mean decrease impurity score for predictors of Maternal adverse events including preeclampsia, abortion, gestational diabetes mellitus, preterm delivery, or premature rupture of membranes

From: The impact of vitamin D changes during pregnancy on the development of maternal adverse events: a random forest analysis

Rank

Maternal adverse events

Preeclampsia

Abortion

GDM

Preterm delivery

PROM

Variable

MDI

Variable

MDI

Variable

MDI

Variable

MDI

Variable

MDI

Variable

MDI

1

SBP

.206

SBP

.284

Maternal age

.164

PWG

.079

SBP

.117

VDS

.179

2

DBP

.114

DBP

.218

VDS

.151

Maternal age

.074

VDS

.115

SBP

.103

3

VDS

.063

VDS

.118

Mother job

.089

VDS

.068

DBP

.076

DBP

.098

4

PWG

.033

Baby sex

.030

SBP

.082

Mother job

.067

Maternal age

.043

PWG

.067

5

Maternal age

.030

Parity

.025

Baby sex

.060

baby sex

.066

PWG

.041

Maternal age

.039

6

Baby sex

.028

PWG

.019

DBP

.050

DBP

.056

Baby sex

.041

baby sex

.033

7

Mother job

.027

Maternal age

.018

Parity

.031

SBP

.055

Parity

.039

Moder job

.023

8

Parity

.022

Mother job

.011

PWG

.023

Parity

.049

Mother job

.038

Parity

.022

  1. SBP Means of systolic blood pressure during pregnancy, DBP Means of diastolic blood pressure, PWG Pregnancy weigh gain, VDS Vitamin D status during the pregnancy, GDM Gestational diabetes mellitus, PROM Premature rupture of membranes, MDI Mean Decrease Impurity