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Table 1 list of the features considered in our dataset for stillbirth prediction (F.Code: Feature Code, M: Maternal, P: Perinatal, E: Enviromental, H: Health)

From: Proposing a machine-learning based method to predict stillbirth before and during delivery and ranking the features: nationwide retrospective cross-sectional study

F.Code

M/P/E/H

Feature

Feature Type

f1

M

any pregnancy risk factor

Binary

f2

M

gestational diabetes

Binary

f3

M

cardiovascular diseases

Binary

f4

M

other maternal underlying diseases

Binary

f5

M

chronic hypertension

Binary

f6

P

fetal abnormalities

Binary

f7

M

Human immunodeficiency virus (HIV+)

Binary

f8

M

Venereal Disease Research Laboratory test (VDRL+)

Binary

f9

M

preeclampsia or eclampsia risk factors

Binary

f10

P

Intrauterine growth restriction (IUGR)

Binary

f11

M

infant mortality after previous deliveries

Binary

f12

M

occurring stillbirth in the previous pregnancies

Binary

f13

M

Type1 or Type 2 diabetes

Binary

f14

M

hepatitis B

Binary

f15

M

Chorioamnionitis

Binary

f16

M

maternal drug or alcohol addiction

Binary

f17

M

smoking

Binary

f18

P

placental abruption

Binary

f19

P

Meconium-stained amniotic fluid

Binary

f20

P

Irregular fetal heartbeat

Binary

f21

P

Early rupture of the amniotic sac

Binary

f22

M

risks or dangerous causes of delivery

Nominal

f24

M

maternal autoimmune disease

Binary

f25

M

epidural anesthesia

Binary

f26

P

Placenta accreta

Binary

f27

M

IVF in the current pregnancy

Binary

f28

M

number of the pregnancies

Numeric

f29

M

number of the previous deliveries

Numeric

f30

M

miscarriage number

Numeric

f31

P

gestational age

Numeric

f32

P

fetal weight (grams)

Numeric

f33

M

birth number

Numeric

f34

M

number of live children from the previous pregnancies

Numeric

f35

M

type of delivery (natural delivery or cesarean)

Binary

f36

M

cesarean main cause

Nominal

f37

H

medical science university operator the hospital

Nominal

f38

E

province

Nominal

f39

H

hospital

Nominal

f40

H

hospital type

Nominal

f41

P

fetal gender

Nominal

f42

M

delivery main cause

Nominal

f43

H

delivery place

Nominal

f44

M

maternal nationality

Nominal

f45

M

maternal education

Ordinal

f46

M

Consanguinity with spouse

Binary

f47

E

city

Nominal

f48

M

maternal insurance type

Nominal

f49

P

fetal height (cm.)

Numeric

f52

M

father nationality

Nominal

f53

M

maternal age

Numeric

Outcome1

outcome of the pregnancy: stillbirth or livebirth

Binary

Outcome2

stillbirth before delivery process, stillbirth during delivery process, unknown

Nominal