Table 2 Comparison of baseline characteristics between the modeling cohort and the external validation cohort.

From: Development of machine learning-based models for predicting sarcopenia risk in stroke patients and analysis of associated factors

Iterm

Modeling group(n = 280)

External validation group(n = 145)

Test statistic

p-value

Age

69.00 [63.00, 75.00]

74.00 [68.00, 81.00]

0.9071)

 < 0.001

Sex

   

7.7242)

 < 0.001

 

No

88 (31.4)

81 (55.9)

  
 

Yes

192 (68.6)

64 (44.1)

  

Alcohol consumption

   

0.6782)

0.175

 

No

167 (59.6)

97 (66.9)

  
 

Yes

113 (40.4)

48 (33.1)

  

Smoking

   

2.3272)

0.033

 

No

166 (59.3)

102 (70.3)

  
 

Yes

114 (40.7)

43 (29.7)

  

Anxiety

   

0.2492)

0.016

 

No

219 (78.2)

97 (66.9)

  
 

Yes

61 (21.8)

48 (33.1)

  

Depression

   

0.1112)

0.54

 

No

261 (93.2)

132 (91.0)

  
 

Yes

19 (6.8)

13 (9.0)

  

Stroke type

   

2.0082)

0.037

 

No

108 (38.6)

72 (49.7)

  
 

Yes

172 (61.4)

73 (50.3)

  

History of stroke

   

0.0552)

0.001

 

No

227 (81.1)

96 (66.2)

  
 

Yes

53 (18.9)

49 (33.8)

  

NIHSS

6.00 [4.00, 10.00]

9.00 [5.00, 13.00]

0.7041)

0.001

BMI

23.82 [22.12, 25.70]

20.03 [19.10, 21.48]

1.3281)

 < 0.001

GLS

14.00 [10.00, 15.00]

13.00 [9.00, 15.00]

1.2241)

0.058

ADL

60.00 [35.00, 80.00]

55.00 [10.00, 70.00]

− 0.5681)

0.058

Bedridden duration

7.00 [5.00, 8.00]

7.00 [5.00, 9.00]

− 2.0471)

0.992

Pulmonary infection

   

0.8572)

0.123

 

No

151 (53.9)

66 (45.5)

  
 

Yes

129 (46.1)

79 (54.5)

  

Dysphagia

   

0.4052)

0.016

 

No

248 (88.6)

115 (79.3)

  
 

Yes

32 (11.4)

30 (20.7)

  

Aphasia

   

0.1362)

0.003

 

No

254 (90.7)

116 (80.0)

  
 

Yes

26 (9.3)

29 (20.0)

  

Fracture

   

1.0542)

0.062

 

No

243 (86.8)

115 (79.3)

  
 

Yes

37 (13.2)

30 (20.7)

  

History of falls

   

0.7632)

0.927

 

No

238 (85.0)

122 (84.1)

  
 

Yes

42 (15.0)

23 (15.9)

  

Muscle weakness

   

0.552)

0.315

 

No

172 (61.4)

81 (55.9)

  
 

Yes

108 (38.6)

64 (44.1)

  

Nasal cannula

   

0.9152)

 < 0.001

 

No

223 (79.6)

82 (56.6)

  
 

Yes

57 (20.4)

63 (43.4)

  

History of hypertension

   

0.0042)

0.176

 

No

92 (32.9)

58 (40.0)

  
 

Yes

188 (67.1)

87 (60.0)

  

History of diabetes

   

0.6212)

0.217

 

No

203 (72.5)

96 (66.2)

  
 

Yes

77 (27.5)

49 (33.8)

  

CAD

   

0.1352)

0.042

 

No

210 (75.0)

122 (84.1)

  
 

Yes

70 (25.0)

23 (15.9)

  

Calcium ion

2.18 [2.09, 2.28]

2.17 [2.05, 2.26]

− 0.0021)

0.413

Urea

5.50 [4.30, 7.10]

5.30 [4.10, 6.50]

− 0.8971)

0.158

Creatinine

68.80 [57.50, 88.20]

60.60 [50.20, 75.80]

− 0.3611)

0.002

Uric acid

343.00 [265.02, 423.40]

287.00 [238.40, 344.00]

− 0.0141)

 < 0.001

Albumin

41.55 [38.95, 44.90]

38.20 [30.40, 42.40]

0.4191)

 < 0.001

Hemoglobin

136.00 [121.00, 150.00]

128.00 [113.00, 137.00]

0.4261)

 < 0.001

CRP

3.23 [1.26, 9.77]

4.57 [1.48, 15.00]

− 1.0991)

0.02

Total protein

65.45 [61.27, 70.20]

63.20 [59.10, 69.80]

1.0261)

0.059

Triglyceride

1.38 [1.00, 2.01]

1.23 [1.00, 1.87]

− 0.6491)

0.082

  1. 1) Z值; 2) χ2.