From: Data analytics and clinical feature ranking of medical records of patients with sepsis
binary feature | # | % | numeric feature | median | mean |
---|---|---|---|---|---|
atrial fibrillation (1: yes) | 49 | 13.46 | age | 63 | 61.32 |
atrial fibrillation (2: no) | 315 | 86.54 | anatomical site of infection | 2 | 2.84 |
cancer (1: yes) | 71 | 19.51 | bilirubin | 0.6 | 0.87 |
cancer (2: no) | 293 | 80.49 | creatinine | 1.37 | 1.96 |
chronic kidney disease (CKD) with dialysis (1: yes) | 16 | 4.40 | extent of infection | 2 | 1.80 |
chronic kidney disease (CKD) with dialysis (2: no) | 348 | 95.60 | Glasgow coma scale | 15 | 13.45 |
chronic kidney disease (CKD) without dialysis (1: yes) | 51 | 14.01 | initial procalcitonin (PCT) | 1.65 | 13.88 |
chronic kidney disease (CKD) without dialysis (2: no) | 313 | 85.99 | mean arterial pressure | 79 | 79.68 |
chronic obstructive pulmonary disease (COPD) (1: yes) | 109 | 29.95 | microorganism | 2 | 2.32 |
chronic obstructive pulmonary disease (COPD) (2: no) | 255 | 70.05 | platelets | 216 | 231.16 |
congestive heart failure (CHF) (1: yes) | 72 | 19.78 | respiration (PaO2) | 79 | 93.86 |
congestive heart failure (CHF) (2: no) | 292 | 80.22 | respiration (FiO2) | 32 | 45.79 |
coronary artery disease (CAD) (1: yes) | 81 | 22.25 | urine output 24 hours | 1 | 1.14 |
coronary artery disease (CAD) (2: no) | 283 | 77.75 | [target] SOFA score | 4 | 5.06 |
diabetes mellitus (DM) (1: yes) | 135 | 37.09 | Â | Â | Â |
diabetes mellitus (DM) (2: no) | 229 | 62.91 | Â | Â | Â |
hypertension (HTN) (1: yes) | 152 | 41.76 | Â | Â | Â |
hypertension (HTN) (2: no) | 212 | 58.24 | Â | Â | Â |
mechanical vent (1: yes) | 97 | 26.65 | Â | Â | Â |
mechanical vent (2: no) | 267 | 73.35 | Â | Â | Â |
pulmonary embolism (PE) (1: yes) | 6 | 1.65 | Â | Â | Â |
pulmonary embolism (PE) (2: no) | 358 | 98.35 | Â | Â | Â |
sex (1: male) | 175 | 48.08 | Â | Â | Â |
sex (2: female) | 189 | 51.92 | Â | Â | Â |
[target] survival (0: no) | 48 | 13.19 | Â | Â | Â |
[target] survival (1: yes) | 316 | 86.81 | Â | Â | Â |
[target] vasopressors (0: no) | 67 | 18.41 | Â | Â | Â |
[target] vasopressors (1: yes) | 297 | 81.59 | Â | Â | Â |