From: Machine learning-based prognostic model for 30-day mortality prediction in Sepsis-3
 | Item | Survived | Death | Total | Technique | Test Statistic | P-value |
---|---|---|---|---|---|---|---|
1 | Gender | Chi-square test | X2 = 1.27 | 0.261 | |||
• Male (%) | 2023(58.52%) | 441(56.32%) | 2464(58.11%) | ||||
• Female (%) | 1434(41.48%) | 342(43.68%) | 1776(41.89%) | ||||
2 | Age | Rank-sum test | Z = -10.564 |  < 0.001 | |||
• N(missing) | 3457(0) | 783(0) | 4240(0) | ||||
• Mean ± SD | 56.89 ± 16.83 | 68.72 ± 15.06 | 63.15 ± 16.73 | ||||
• Median | 53.61 | 71.64 | 65.01 | ||||
• Q1, Q3 | 51.65, 75.26 | 58.78, 81.32 | 55.80, 77.04 | ||||
• Min, Max | 17.24, 88.97 | 16.78, 88.98 | 16.78, 88.98 | ||||
3 | Blood Lactate Minimum | Rank-sum test | Z = -12.60 |  < 0.001 | |||
• N(missing) | 3457(0) | 783(0) | 4240(0) | ||||
• Mean ± SD | 1.55 ± 0.82 | 2.43 ± 2.11 | 1.71 ± 1.22 | ||||
• Median | 1.4 | 1.7 | 1.4 | ||||
• Q1, Q3 | 1, 1.9 | 1.2, 2.8 | 1, 2 | ||||
• Min, Max | 0.3, 12.1 | 0.4, 20.3 | 0.3, 20.3 | ||||
4 | Sequential Organ Failure Assessment | Rank-sum test | Z = -17.48 |  < 0.001 | |||
• N(missing) | 3457(0) | 783(0) | 4240(0) | ||||
• Mean ± SD | 5.24 ± 2.88 | 8.03 ± 4.3 | 5.76 ± 3.37 | ||||
• Median | 5 | 7 | 5 | ||||
• Q1, Q3 | 3, 7 | 5, 11 | 3, 7 | ||||
• Min, Max | 2, 21 | 2, 21 | 2, 21 | ||||
5 | Blood Lactate Mean | Rank-sum test | Z = -12.74 |  < 0.001 | |||
• N(missing) | 3457(0) | 783(0) | 4240(0) | ||||
• Mean ± SD | 2.13 ± 1.3 | 3.47 ± 2.90 | 2.38 ± 1.77 | ||||
• Median | 1.8 | 2.4 | 1.9 | ||||
• Q1, Q3 | 1.3, 2.55 | 1.6, 4.25 | 1.35, 2.75 | ||||
• Min, Max | 0.3, 16.8 | 0.4, 20.85 | 0.3, 20.85 | ||||
6 | Average Respiration Rate | Rank-sum test | Z = -12.68 |  < 0.001 | |||
• N(missing) | 3456(1) | 783(0) | 4239(1) | ||||
• Mean ± SD | 19.48 ± 4.07 | 21.74 ± 4.71 | 19.9 ± 4.3 | ||||
• Median | 18.84 | 21.3 | 19.24 | ||||
• Q1, Q3 | 16.53, 21.8 | 18.1, 24.7 | 16.8, 22.41 | ||||
• Min, Max | 9.54, 40.37 | 10.17, 40.58 | 9.54, 40.58 | ||||
7 | ICU Length of Stay | Rank-sum test | Z = -2.59 |  < 0.05 | |||
• N(missing) | 3457(0) | 783(0) | 4240(0) | ||||
• Mean ± SD | 5.17 ± 6.8 | 5.15 ± 5.07 | 5.2 ± 6.5 | ||||
• Median | 2.79 | 3.39 | 2.88 | ||||
• Q1, Q3 | 1.63, 5.82 | 1.69, 6.85 | 1.64, 6.01 | ||||
• Min, Max | 0.17, 101.74 | 0.31, 30.89 | 0.17, 101.74 | ||||
8 | Minimum Blood Urea Nitrogen | Rank-sum test | Z = -14.7 |  < 0.001 | |||
• N(missing) | 3456(1) | 782(1) | 4238(2) | ||||
• Mean ± SD | 23.67 ± 19.61 | 35.24 ± 26.19 | 25.8 ± 21.45 | ||||
• Median | 17 | 27 | 19 | ||||
• Q1, Q3 | 12, 28 | 17, 45 | 12,32 | ||||
• Min, Max | 1, 182 | 3, 181 | 1, 182 | ||||
9 | Hospital Length of Stay | Rank-sum test | Z = 15.77 |  < 0.001 | |||
• N(missing) | 3457(0) | 783(0) | 4240(0) | ||||
• Mean ± SD | 11.63 ± 10.71 | 7.015 ± 6.37 | 10.78 ± 10.21 | ||||
• Median | 8.54 | 5.16 | 7.94 | ||||
• Q1, Q3 | 5.34, 14.15 | 2.1, 9.81 | 4.80, 13.42 | ||||
• Min, Max | 0.25, 206.43 | -0.43, 30.44 | -0.43, 206.42 | ||||
10 | Max Temperature (Celsius) | Rank-sum test | Z = 7.086 |  < 0.001 | |||
• N(missing) | 3375(82) | 764(19) | 4139(101) | ||||
• Mean ± SD | 37.66 ± 0.84 | 37.4 ± 1.14 | 37.61 ± 0.91 | ||||
• Median | 37.55 | 37.33 | 37.55 | ||||
• Q1, Q3 | 37.05, 38.17 | 36.72, 38 | 37, 38.17 | ||||
• Min, Max | 32.94, 42 | 32.2, 40.94 | 32.2, 42 | ||||
11 | International Standard Ratio Max | Rank-sum test | Z = -12.64 |  < 0.001 | |||
• N(missing) | 3236(221) | 760(23) | 3996(244) | ||||
• Mean ± SD | 1.61 ± 1.34 | 2.12 ± 1.77 | 1.71 ± 1.45 | ||||
• Median | 1.3 | 1.5 | 1.3 | ||||
• Q1, Q3 | 1.2, 1.6 | 1.2, 2.3 | 1.2, 1.7 | ||||
• Min, Max | 0.6, 24 | 0.9, 21.5 | 0.6, 24 | ||||
12 | Minimum Oxygen Saturation (%) | Rank-sum test | Z = 10.19 |  < 0.001 | |||
• N(missing) | 3457(0) | 783(0) | 4240(0) | ||||
• Mean ± SD | 92.01 ± 5.84 | 87.57 ± 12.57 | 91.19 ± 7.74 | ||||
• Median | 93 | 91 | 93 | ||||
• Q1, Q3 | 91, 95 | 86, 94 | 90, 95 | ||||
• Min, Max | 11, 100 | 1,100 | 1, 100 | ||||
13 | Mean Blood Urea Nitrogen | Rank-sum test | Z = -14.72 |  < 0.001 | |||
• N(missing) | 3457(0) | 783(0) | 4240(0) | ||||
• Mean ± SD | 26.60 ± 21.66 | 38.55 ± 27.46 | 28.80 ± 23.31 | ||||
• Median | 19.5 | 30.5 | 21 | ||||
• Q1, Q3 | 13.5, 32 | 19, 49.5 | 14, 35.5 | ||||
• Min, Max | 0, 216.5 | 0, 194.5 | 0, 216.5 | ||||
14 | Urine Output | Rank-sum test | Z = -18.1 |  < 0.001 | |||
• N(missing) | 3457(0) | 783(0) | 4240(0) | ||||
• Mean ± SD | 2037.71 ± 1576.87 | 1276.79 ± 1358.36 | 1897.19 ± 1566.8 | ||||
• Median | 1740 | 970 | 1600.5 | ||||
• Q1, Q3 | 1100, 2658 | 406, 1652 | 940, 2530 | ||||
• Min, Max | 0, 50,515 | 0, 12,210 | 0, 50,515 | ||||
15 | Elisxhauser Comorbidity Index | Rank-sum test | Z = -13.76 |  < 0.001 | |||
• N(missing) | 3457(0) | 783(0) | 4240(0) | ||||
• Mean ± SD | 3.08 ± 6.89 | 6.86 ± 7.00 | 3.78 ± 7.06 | ||||
• Median | 2 | 7 | 3 | ||||
• Q1, Q3 | -1, 8 | 2, 12 | 0, 9 | ||||
• Min, Max | -23, 28 | -19, 30 | -23, 30 | ||||
16 | Logistic Organ Dysfunction Score | Rank-sum test | Z = -21.37 |  < 0.001 | |||
• N(missing) | 3457(0) | 783(0) | 4240(0) | ||||
• Mean ± SD | 4.7 ± 2.56 | 7.54 ± 3.5 | 5.23 ± 2.97 | ||||
• Median | 4 | 7 | 5 | ||||
• Q1, Q3 | 3, 6 | 5, 10 | 3, 7 | ||||
• Min, Max | 0, 16 | 0, 20 | 0, 20 | ||||
17 | Outcome (%) | 3457(81.53%) | 783(18.47%) | 4240 | Â | Â | Â |