From: Data analytics and clinical feature ranking of medical records of patients with sepsis
feature: explanation | measurement unit | range |
---|---|---|
age: age of the patient | years | [20,..., 86] |
anatomical site of infection: body location | category | [1, 2, 3,..., 16] |
atrial fibrillation: presence | boolean | [1, 2] |
bilirubin: level in blood | mg/dL | [0.10,..., 22.50] |
cancer: presence | boolean | [1, 2] |
chronic kidney disease (CKD) with dialysis: presence | boolean | [1, 2] |
chronic kidney disease (CKD) without dialysis: presence | boolean | [1, 2] |
chronic obstructive pulmonary disease (COPD): presence | boolean | [1, 2] |
congestive heart failure (CHF): presence | boolean | [1, 2] |
coronary artery disease (CAD): presence | boolean | [1, 2] |
creatinine: level in blood | mg/dL | [0.15,..., 15.10] |
diabetes mellitus: presence | boolean | [1, 2] |
extent of infection: type of infection | category | [1, 2, 3] |
Glasgow coma scale: neurological scale to measure coma | category | [2, 3,..., 15] |
hypertension (HTN): presence | boolean | [1, 2] |
initial procalcitonin (PCT): level in blood | ng/mL | [0.05,..., 252.50] |
mean arterial pressure: blood pressure during single cardiac cycle | mm Hg | [9, 44,..., 138] |
mechanical vent: if the patient needs mechanical ventilation | boolean | [1, 2] |
microorganism: kind of bacterial infection | category | [1, 2,..., 6] |
platelets: level in blood | kilo/microL | [3.0,..., 726.0] |
pulmonary embolism: presence | boolean | [1, 2] |
respiration (PaO2): partial pressure of oxygen | mm Hg | [2, 21,..., 595] |
respiration (FiO2): fraction of inspired oxygen | mm Hg | [21, 25,..., 262] |
sex: woman or man | boolean | [1, 2] |
urine output 24 hours: patient’s urine in the day | category (mL/24 hours) | [1, 2, 3] |
[target] SOFA score: sequential organ failure assessment score | category | [0, 1, 2,..., 23] |
[target] survival: survival or death | boolean | [0, 1] |
[target] vasopressors septic shock: presence | boolean | [0, 1] |