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. Author manuscript; available in PMC: 2020 Apr 1.
Published in final edited form as: Artif Intell Med. 2018 Sep 10;95:27–37. doi: 10.1016/j.artmed.2018.08.004
Variable Description Missing
percentage
Age Age of the patient 0.034
Albumin Albumin in blood 0.823
ALT Alanine aminotransferase in blood 0.803
Arterial Base Excess Excess in the amount of base present in arterial blood 0.385
Arterial CO2 Arterial carbon dioxide 0.349
Arterial PaCO2 Arterial carbon dioxide tension 0.350
Arterial PaO2 Arterial oxygen tension 0.351
Arterial pH The pH level in arterial blood 0.336
AST Aspartate aminotransferase in blood 0.794
AST/ALT Aspartate aminotransferase / alanine aminotransferase 0.806
BUN Blood urea nitrogen 0.125
BUN/Creatinine Blood urea nitrogen / Creatinine 0.126
Ca Calcium level 0.351
Cardiac Index Relates the cardiac output from left ventricle in one minute to body surface area 0.027
Central Venous Pressure Blood pressure in the thoracic vena cava 0.022
Cl Chloride level 0.405
Creatinine Level of creatinine in blood 0.124
Heart Rate Heart Rate per minute 0.023
Delivered Tidal Volume Air volume of lung without extra effort 0.513
Diastolic Blood Pressure Minimum blood pressure during heartbeat 0.026
Direct Bilirubin Level of bilirubin conjugated with glucuronic acid 0.972
GFR Estimated glomerular filtration rate 0.124
FiO2Set Fraction of inspired oxygen set on ventilator 0.422
GCS Glasgow coma scale 0.044
Glucose Glucose level 0.081
Hematocrit Hematocrit level 0.077
Hemoglobin Hemoglobin level 0.139
INR Prothrombin time international normalized ratio 0
Ion Calcium Ion Calcium level 0.538
K Potassium level 0.347
Lactate Lactate level 0.766
MAP Mean arterial pressure 0.028
Mg Magnesium level 0.173
Minute Ventilation Volume of gas exchanged from lung per minute 0.526
Na Sodium level 0.360
PaO2/FiO2 Partial pressure arterial oxygen / Fraction of inspired oxygen 0.087
PEEPSet Positive end-expiratory pressure set on ventilator 0.430
PIP Peak inspiratory pressure 0.525
Plateau Pressure Pressure applied (in positive pressure ventilation) to the small airways and alveoli 0.557
Platelets Platelets count 0.111
Prothrombin Time Time for plasma to clot 0.354
PTT Partial Thromboplastin Time 0.350
RAW Airway Resistance 0.557
RBC Red blood count 0.150
Respiratory Rate (RESP) Respiratory rate per minute 0.049
RSBI Rapid shallow breathing index 0.526
RSBI Rate Rapid shallow breathing index rate change 0.523
SaO2 Saturation of arterial oxygen 0.035
Systolic Blood Pressure Maximum blood pressure during heartbeat 0.025
Temperature Body temperature 0.033
Total Bilirubin Level of bilirubin 0.794
Protein Total protein in blood plasma 0.990
Urine/Hour/Weight Urine per hour per kg body weight 0.065
WBC White blood count 0.148
Antiarrhythmic Antiarrhythmic agents 0
Anticoagulant Blood thinner 0
Antiplatelet A class of drugs that decrease platelet aggregation and inhibit thrombus formation 0
Benzodiazepine Used for sedation, inducing sleep, and muscle relaxation. 0
Beta Blocking Beta blockers, used to slow the heart rate and lower blood pressure, by blocking adrenaline 0
Calcium Channel Blocking Used to decrease blood pressure for hypertensive patients, also have the secondary effect of slowing heart rate in addition to relaxing blood vessels. 0
Diuretic Used to increase the production of urine 0
Hemostatic Drug that promotes hemostasis and stops bleeding 0
Inotropic Drug that alters the muscular contraction force 0
Insulin A hormone that helps manage blood sugar level 0
Nondepolarizing Neuromuscular nondepolarizing agent, used as muscle relaxant 0
Sedatives Sedative drugs 0
Somatostatin Preparation Somatostatin inhibits insulin and glucagon secretion. 0
Sympathomimetic Drugs that mimic the effects of neurotransmitters of the sympathetic nervous system 0
Thrombolytic Used to dissolve dangerous clots in blood vessels 0
Vasodilating Used to dilate blood vessels 0
AIDS acquired immunodeficiency syndrome 0
HemMalig Hematologic Malignancies 0
MetCarcinoma Metastatic Carcinoma 0
Medtype Clustered medication administration patterns 0
Location ICU types 0