Table 3 Selected features for stroke prediction.

From: Explainable artificial intelligence for stroke prediction through comparison of deep learning and machine learning models

Features

Mean

std

Platelet

224.37

85.29

Alkaline Phosphatase (ALP)

199.56

102.47

Cholesterol

153.22

24.81

Serum Na

140.79

15.20

Serum K

140.79

15.20

Spontaneous Bacterial Peritonitis (SBP)

133.49

19.58

Fasting blood sugar (FBS)

104.45

37.97

Triglyceride

99.83

41.61

Oxygen saturation (SpO2)

95.63

3.57

Creatine phosphokinase (CPK)

89.93

128.62

PT Activity

87.29

16.89

Mean corpuscular volume (MCV)

86.20

6.47

Dibutyl phthalate (DBP)

80.30

12.52

PR

80.25

6.27

Troponin

74.76

1557.03

LDL

64.47

19.46

Age

43.88

22.26

Hematocrit (HCT)

39.89

5.99

HDL

36.27

16.82

Mean corpuscular hemoglobin concentration (MCHC)

34.00

1.79

Partial Thromboplastin Time (PTT)

31.82

8.42

Mean corpuscular hemoglobin (MCH)

29.39

2.84

Serum Glutamic Oxaloacetic Transaminase (SGOT)

20.55

12.47

Platelet large cell ratio (P-LCR)

20.30

8.01

Erythrocyte sedimentation rate (ESR)

18.27

13.87

Creatine phosphokinase-MB (CPK-MB)

17.31

17.31

Serum glutamic pyruvic transaminase (SGPT)

16.95

14.67

Blood urea nitrogen (BUN)

15.13

9.03

Prothrombin Time (PT)

14.48

6.45

RDW-CV

13.80

6.68

Hemoglobin (Hb)

13.76

2.84

Platelet distribution width (PDW)

11.91

4.18

W.B.C

11.20

8.60

mean platelet volume (MPV)

10.59

30.92

C-reactive protein (CRP)

10.55

15.76

Serum Ca

9.52

3.20

Hemoglobin A1C (HbA1C)

5.77

0.71

R.B.C

4.71

1.00

Inorganic P

3.45

1.63

Serum Mg

2.07

0.36

Creatinine

1.61

5.17

International normalised ratio (INR)

1.55

5.70

Gender

1.36

0.48

Hemiparesis

1.02

0.51

Hemiparesis

1.02

0.51

Headache

0.92

0.28

Total Bili

0.82

0.80

Aphasia

0.81

0.39

Marital status

0.68

0.47

Direct Bili

0.27

0.44

High blood pressure (hypertension)

0.23

0.42

DM

0.12

0.32

Cerebra Vascular Accident (CVA)

0.10

0.30