Table 1 Baseline characteristics and variables of acute ischemic stroke patients.

From: Machine learning for predicting functional outcomes in acute ischemic stroke: insights from a nationwide stroke registry

Variables

Total

Total patients (n)

40,586

Age (mean [SD])

68.76 (12.99)

Female (n, %)

16,295 (40.1)

NIHSS score (median [IQR])

3 [1, 6]

Smoking history (n, %)

 Current smoker

36,025 (88.8)

 Ex-smoker

3049 (7.5)

 None smoker

1512 (3.7)

Atrial fibrillation (n, %)

6521 (16.1)

Charlson comorbidity index (n, %)

 0

8,642 (21.3)

 1

8,539 (21.0)

 2

7,553 (18.6)

 3

15,852 (39.1)

Status of health insurance (n, %)

 Health insurance

37,697 (92.9)

 Medical aid

2,889 (7.1)

Visit route (n, %)

 Direct admission

37,277 (91.8)

 Transfer from other hospitals

3,309 (8.2)

Emergency medical service (n, %)

 Yes

37,277 (91.8)

 No

3,309 (8.2)

Visit method (n, %)

 EMS

20,411 (50.3)

 Other vehicles

20,112 (49.6)

 Etc.

63 (0.2)

Hospital volume (n, %)

 Advanced general hospital

18,922 (46.6)

 General hospital

21,664 (53.4)

Stroke unit (n, %)

94,966 (66.6)

Onset to door_min (median [IQR])

411 [105, 1358]

Onset to image_min (median [IQR])

444 [130, 1398]

Diagnostic image tool (n, %)

 Computed tomography

29,666 (73.1)

 Magnetic resonance image

5,892 (14.5)

 No checkup brain image

5 (0)

 No record

5,023 (12.4)

Lipid test (n, %)

 Test within one month at the hospital

39,919 (98.4)

 Test within one month at another hospital

62 (0.2)

 No test

603 (1.5)

Screening test of dysphagia (n, %)

35,574 (87.7)

Initiation of oral diet during admission (n, %)

37,454 (92.3)

Diet considering dysphagia (n, %)

 Dysphagia diet

10,216 (25.2)

 Normal diet

26,733 (65.9)

 Etc.

3,637 (9)

Consult for rehabilitation medicine (n, %)

37,326 (92)

 No

3260 (8)

 Yes

37,326 (92)

Rehabilitation treatment (n, %)

22,012 (54.2)

Antithrombotic medication (n, %)

 Anticoagulant

5,631 (13.9)

 Antiplatelet

33,616 (82.8)

 No drugs

1,336 (3.3)

Intravenous thrombolysis (n, %)

 No IVT

35,944 (88.6)

 IVT < 120

2,498 (6.2)

 120 < IVT < 270

2,144 (5.3)

Mechanical thrombectomy (n, %)

1,737 (4.3)

Surgery (n, %)

3,575 (8.8)

Good functional outcome at discharge (n, %)

25,829 (63.6)

  1. EMS, Emergency medical service; IQR, interquartile range; IVT, Intravenous thrombolysis; NIHSS, National Institutes of Health Stroke Scale; SD, standard deviation.