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Table 4 The top-ten globally ranked features of the proposed model and LR

From: Interpretable clinical prediction via attention-based neural network

MLP_attention

LR

Feature ID

Name

Frequency

Feature ID

Name

21

NT-proBNP

736

21

NT-proBNP

94

CCB

374

7

SBP

78

Left atrial diameter

225

41

Lactate dehydrogenase

103

Spironolactone

180

57

Monocytes ratio

7

SBP

167

3

Height

32

Sodium

146

8

DBP (Diastolic blood pressure)

85

Interventricular septal thickness

146

5

BMI

87

Left ventricular end systolic volume

140

34

Phosphorus

10

Anemia

135

59

Basophil ratio

60

Platelet count

126

60

Platelet count