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Table 1 Baseline characteristics

From: In-hospital fall prediction using machine learning algorithms and the Morse fall scale in patients with acute stroke: a nested case-control study

Variables

Non-Fall (n = 934)

Fall (n = 156)

p-value

Age, years old

65.3 ± 12.9

68.3 ± 12.2

0.063

Body mass index, kg/m2

23.8 ± 3.1

23.2 ± 3.1

0.041

Male, n (%)

566 (60.0)

80 (51.3)

0.035

Hemoglobin, g/dL

12.8 ± 2.0

12.5 ± 1.8

0.045

Albumin, g/dL

3.9 ± 0.5

3.8 ± 0.5

0.373

Ward type, n (%)

  

< 0.001

General

433 (46.4)

87 (55.8)

 

Integrated nursing care service

467 (50.0)

41 (26.3)

 

Intensive care unit/stroke unit

34 (3.6)

28 (17.9)

 

Insurance type, n (%)

  

0.282

National health insurance covered

865 (92.6)

140 (89.7)

 

Medical aid

69 (7.4)

16 (10.3)

 

Residential area, n (%)

  

0.377

Urban

416 (44.5)

76 (48.7)

 

Rural

518 (55.5)

80 (51.3)

 

Stroke subtype, n (%)

  

< 0.001

Subarachnoid hemorrhage

99 (10.6)

16 (10.2)

 

Intracranial hemorrhage

120 (12.8)

36 (23.1)

 

Ischemic

715 (71.6)

104 (66.7)

 

Admission route, n (%)

  

0.002

Emergency department

581 (62.2)

118 (75.6)

 

Outpatient clinic

353 (37.8)

38 (24.4)

 

Admission state, n (%)

  

< 0.001

On foot

363 (38.9)

34 (21.8)

 

Wheelchair

218 (28.3)

44 (28.2)

 

Bed

353 (37.8)

78 (50.0)

 

Hypertension, n (%)

515 (55.1)

99 (63.5)

0.064

Diabetes, n (%)

229 (24.5)

47 (30.1)

0.164

Dyslipidemia, n (%)

369 (39.5)

48 (30.8)

0.047

Arrhythmia, n (%)

59 (6.3)

24 (15.4)

< 0.001

Coronary artery disease, n (%)

41 (4.4)

6 (3.8)

0.923

Osteoporosis, n (%)

27 (2.9)

8 (5.1)

0.222

Degenerative spinal diseases, n (%)

26 (2.8)

15 (9.6)

< 0.001

Cerebral neurodegenerative diseases, n (%)

38 (4.1)

20 (12.8)

< 0.001

Medication, n (%)

  

< 0.001

None

511 (54.7)

52 (33.3)

 

Single

321 (34.4)

82 (52.6)

 

Poly

102 (10.9)

22 (14.1)

 

Alert mental status, n (%)

792 (84.8)

134 (85.9)

0.814

Morse Fall Scale total

37.7 ± 14.7

54.3 ± 18.3

< 0.001

NIHSS

4.0 ± 6.2

5.3 ± 4.1

< 0.001

  1. NIHSS, National Institutes of Health Stroke Scale