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Table 1 Summary Statistics of PUMCH ICU dataset

From: Early warning of citric acid overdose and timely adjustment of regional citrate anticoagulation based on machine learning methods

Features

Outcomes (post-filter ionized calcium levels)

< 0.25 mmol/L

0.25–0.35 mmol/L

0.35–0.5 mmol/L

> 0.5 mmol/L

Dataset 1: PUMCH (n = 1503)

84

379

802

238

Age

62.98 (15.06)

59.65 (15.14)

56.01 (15.89)

56.86 (15.56)

Temperature

36.64 (0.62)

36.58 (0.62)

36.61 (0.67)

36.58 (0.70)

Replacement fluid pH value

7.21 (0.17)

7.25 (0.12)

7.27 (0.09)

7.29 (0.09)

Value of citrate

207.94 (82.20)

201.86 (34.90)

201.64 (52.70)

169.49 (60.35)

5% NaHCO3

75.41 (31.47)

75.50 (32.38)

73.95 (34.07)

83.43 (38.06)

Replacement fluid

1880.82 (1234.24)

1879.92 (929.15)

1820.23 (740.11)

1685.53 (509.19)

Gender, n (%)

    

 Male

67.86 (%)

63.06 (%)

65.84 (%)

65.13 (%)

 Female

32.14 (%)

36.94 (%)

34.16 (%)

34.87 (%)

Dataset 2: PUMCH (n = 431)

20

100

219

92

Age

58.50 (15.83)

60.67 (14.68)

59.39 (15.14)

63.00 (12.56)

Temperature

36.43 (0.65)

36.41 (0.56)

36.40 (0.66)

36.41 (0.63)

Replacement fluid PH value

7.36 (0.07)

7.36 (0.07)

7.36 (0.06)

7.35 (0.07)

Value of citrate

196.48 (77.69)

185.27 (84.73)

172.48 (60.07)

132.83 (42.09)

5% NaHCO3

41.79 (31.09)

48.05 (34.92)

53.57 (36.02)

66.25 (43.49)

Replacement fluid

1770.55 (645.64)

1850.79 (974.67)

1698.43 (543.06)

1649.49 (820.87)

Gender, n (%)

    

 Male

65.00 (%)

73.00 (%)

64.38 (%)

40.22 (%)

 Female

35.00 (%)

27.00 (%)

35.62 (%)

59.78 (%)