Variables | The training set (n = 1338) |  | The testing set (n = 334) | ||||
---|---|---|---|---|---|---|---|
Sepsis | Â | Sepsis | |||||
No (n = 1077) | Yes (n = 261) | P |  | No (n = 268) | Yes (n = 66) | P | |
Age, years, (mean (SD)) | 58.73 (17.48) | 58.43 (16.50) | 0.802 | Â | 59.30 (17.01) | 57.10 (16.36) | 0.342 |
Gender (male), n (%) | 603 (56.0) | 152 (58.2) | 0.557 | Â | 152 (56.7) | 36 (54.5) | 0.857 |
Ethnicity, n (%) | Â | Â | 0.071 | Â | Â | Â | 0.21 |
Black | 108 (10.0) | 30 (11.5) | Â | Â | 26 (9.7) | 2 (3.0) | Â |
Other | 257 (23.9) | 78 (29.9) | Â | Â | 72 (26.9) | 20 (30.3) | Â |
White | 712 (66.1) | 153 (58.6) | Â | Â | 170 (63.4) | 44 (66.7) | Â |
Insurance, n (%) |  |  | < 0.001 |  |  |  | < 0.001 |
Government | 603 (56.0) | 131 (50.2) | Â | Â | 144 (53.7) | 31 (47.0) | Â |
Private | 212 (19.7) | 21 (8.0) | Â | Â | 61 (22.8) | 5 (7.6) | Â |
Unknown | 262 (24.3) | 109 (41.8) | Â | Â | 63 (23.5) | 30 (45.5) | Â |
Marital status, n (%) | Â | Â | 0.021 | Â | Â | Â | 0.137 |
Divorced | 86 (8.0) | 9 (3.4) | Â | Â | 15 (5.6) | 8 (12.1) | Â |
Married | 452 (42.0) | 112 (42.9) | Â | Â | 113 (42.2) | 26 (39.4) | Â |
Separated | 2 (0.2) | 2 (0.8) | Â | Â | 2 (0.7) | 0 (0.0) | Â |
Single | 333 (30.9) | 85 (32.6) | Â | Â | 99 (36.9) | 18 (27.3) | Â |
Unknown | 87 (8.1) | 31 (11.9) | Â | Â | 21 (7.8) | 10 (15.2) | Â |
Widowed | 117 (10.9) | 22 (8.4) | Â | Â | 18 (6.7) | 4 (6.1) | Â |
Vasopressors (yes), n (%) | 288 (26.7) | 177 (67.8) | < 0.001 |  | 73 (27.2) | 48 (72.7) | < 0.001 |
Mechanical ventilation (yes), n (%) | 695 (64.5) | 250 (95.8) | < 0.001 |  | 165 (61.6) | 62 (93.9) | < 0.001 |
GCS, (mean (SD) | 13.74 (2.28) | 9.73 (4.48) | < 0.001 |  | 13.54 (2.48) | 8.61 (4.18) | < 0.001 |
CCI, M (Q1, Q3) | 3.00 (1.00, 5.00) | 3.00 (1.00, 5.00) | 0.489 | Â | 3.00 (1.00, 5.00) | 2.50 (1.00, 5.00) | 0.074 |
Heart rate, bpm, mean (SD) | 98.44 (20.56) | 102.91 (23.15) | 0.002 | Â | 97.54 (21.12) | 107.39 (25.32) | 0.001 |
SBP, mmHg, mean (SD) | 128.35 (25.65) | 122.89 (27.50) | 0.002 | Â | 129.56 (24.97) | 123.82 (28.57) | 0.105 |
DBP, mmHg, mean (SD) | 70.97 (18.71) | 69.38 (18.99) | 0.221 | Â | 71.21 (18.68) | 70.71 (21.83) | 0.852 |
Respiratory rate, breaths/minute, mean (SD) | 20.82 (6.35) | 22.57 (6.86) | < 0.001 |  | 20.77 (6.36) | 21.83 (7.87) | 0.249 |
Temperature, °C, mean (SD) | 36.85 (1.02) | 36.87 (1.10) | 0.824 |  | 36.88 (1.06) | 37.22 (1.08) | 0.018 |
SpO2, % (mean (SD) | 96.33 (4.22) | 95.41 (5.38) | 0.003 | Â | 96.44 (3.39) | 96.32 (3.44) | 0.800 |
WBC, K/uL, (mean (SD) | 13.69 (8.29) | 15.58 (9.16) | 0.001 | Â | 14.44 (14.24) | 15.33 (9.20) | 0.631 |
Platelet, K/uL, (mean (SD) | 216.55 (128.30) | 217.84 (140.82) | 0.887 | Â | 213.74 (124.85) | 202.53 (131.16) | 0.518 |
Hemoglobin, g/dL, mean (SD) | 11.14 (2.23) | 11.28 (2.50) | 0.391 | Â | 11.26 (2.15) | 10.80 (2.53) | 0.135 |
RDW, %, mean (SD) | 15.05 (1.95) | 15.50 (2.59) | 0.002 | Â | 15.04 (1.93) | 15.23 (2.27) | 0.502 |
Hematocrit, %, mean (SD) | 33.26 (6.49) | 34.03 (7.56) | 0.095 | Â | 33.70 (6.44) | 32.70 (7.49) | 0.278 |
Bilirubin, mg/dL, mean (SD) | 2.59 (3.80) | 2.91 (5.01) | 0.265 | Â | 2.57 (4.83) | 3.38 (6.17) | 0.248 |
Blood creatinine, mg/dL, M (Q1, Q3) | 1.00 (0.70, 1.70) | 1.30 (0.80, 2.30) | < 0.001 |  | 1.10 (0.70, 1.80) | 1.55 (0.90, 2.65) | 0.008 |
INR, mean (SD) | 1.61 (0.98) | 1.65 (1.16) | 0.546 | Â | 1.60 (1.31) | 1.58 (0.78) | 0.907 |
PT, sec, mean (SD) | 16.89 (8.17) | 17.76 (10.78) | 0.15 | Â | 16.74 (10.18) | 17.19 (7.47) | 0.733 |
PTT, sec, mean (SD) | 35.89 (18.54) | 37.36 (19.23) | 0.255 | Â | 32.78 (9.68) | 35.88 (10.94) | 0.024 |
BUN, mg/dL, mean (SD) | 27.75 (23.91) | 32.85 (25.48) | 0.002 | Â | 30.07 (28.00) | 39.58 (31.88) | 0.017 |
Glucose, mg/dL, mean (SD) | 154.65 (117.42) | 167.09 (109.81) | 0.12 | Â | 144.87 (101.00) | 141.29 (52.40) | 0.781 |
Calcium, mg/dL, mean (SD) | 7.11 (2.44) | 6.81 (2.51) | 0.073 | Â | 7.07 (2.49) | 6.44 (2.79) | 0.074 |
Sodium, mEq/L, mean (SD) | 138.25 (5.35) | 138.67 (6.00) | 0.265 | Â | 138.55 (5.89) | 138.53 (7.10) | 0.983 |
Chloride, mEq/L, mean (SD) | 104.88 (6.99) | 105.05 (7.43) | 0.728 | Â | 105.31 (7.45) | 105.91 (7.40) | 0.561 |
Bicarbonate, mEq/L, mean (SD) | 21.45 (5.53) | 20.54 (5.80) | 0.018 | Â | 21.48 (5.29) | 20.24 (6.01) | 0.098 |
Effusion = 1 (%) | 118 (11.0) | 31 (11.9) | 0.753 |  | 42 (15.7) | 8 (12.1) | 0.595 |
SOFA, M (Q1, Q3) | 5.00 (3.00, 7.00) | 9.00 (6.00, 13.00) | < 0.001 |  | 5.00 (2.00, 7.00) | 11.00 (7.00, 14.75) | < 0.001 |
qSOFA, (Q1, Q3) | 2.00 (1.00, 2.00) | 2.00 (2.00, 3.00) | < 0.001 |  | 2.00 (1.00, 2.00) | 3.00 (2.00, 3.00) | < 0.001 |
SAPS II, M (Q1, Q3) | 33.00 (24.00, 44.00) | 44.00 (32.00, 56.00) | < 0.001 |  | 33.00 (23.00, 44.00) | 49.00 (33.75, 60.00) | < 0.001 |
SIRS, M (Q1, Q3) | 3.00 (2.00, 4.00) | 3.00 (3.00, 4.00) | < 0.001 |  | 3.00 (2.00, 4.00) | 3.00 (3.00, 4.00) | 0.033 |
BISAP, M (Q1, Q3) | 2.00 (2.00, 3.00) | 3.00 (2.00, 3.00) | < 0.001 |  | 2.00 (2.00, 3.00) | 3.00 (2.00, 4.00) | < 0.001 |