From: A machine learning approach for predicting high risk hospitalized patients with COVID-19 SARS-Cov-2
feature Name | Value Type |
---|---|
Demographics | |
age | Integer |
sex | M/F |
residence | text |
Admission data | |
date | date |
in-hospital ward | Text |
diagnosis | text |
vital signs | text |
Past and proximal medical history | |
active cancer in the last 5 years | Yes/No |
Metastatic disease | Yes/No |
acute myocardial infarction | Yes/No |
cerebrovascular disease | Yes/No |
chronic heart failure | Yes/No |
chronic obstructive pulmonary disease | Yes/No |
chronic renal failure | Yes/No |
connective tissue disease | Yes/No |
deep vein thrombosis | Yes/No |
dementia | Yes/No |
diabetes with or without chronic complications | Yes/No |
dyslipidaemia | Yes/No |
hepatitis and HIV infection | Yes/No |
hypertension | Yes/No |
kidney disease | Yes/No |
liver disease | Yes/No |
obesity | Yes/No |
peptic ulcer disease | Yes/No |
peripheral vascular disease | Yes/No |
pulmonary embolism | Yes/No |
other comorbidities | text |
home medications | Text |
previous vaccinations | Yes/No |
smoke habits | unknown/non-smoker/former smoker/smoker |
Charlson Comorbidity \(\hbox {Index}\) | Integer |
Glasgow Coma \(\hbox {Score}\) | Integer |
Onset symptoms | |
fever | Yes/No |
chills | Yes/No |
hacking cough | Yes/No |
phlegm cough | Yes/No |
conjunctivitis | Yes/No |
rhinorrhea | Yes/No |
headache | Yes/No |
muscle pain | Yes/No |
fatigue | Yes/No |
nausea | Yes/No |
vomiting | Yes/No |
diarrhea | Yes/No |
dyspnea | Yes/No |
haemoptysis | Yes/No |
haematemesis | Yes/No |
ageusia | Yes/No |
anosmia | Yes/No |
abdominal pain | Yes/No |
chest pain | Yes/No |
pharyngodynia | Yes/No |
other symptoms | Text |
Laboratory | |
hematology | numeric |
biochemistry | numeric |
blood coagulation | numeric |
inflammatory markers | Text/Numeric |
Chest X-ray or CT scan results | |
normal | Yes/No |
monolateral or bilateral ground-glass opacity | Yes/No |
interstitial involvement | Yes/No |
irregular shading | Yes/No |
Complications | |
acidosis | Yes/No |
acute heart damage | Yes/No |
acute kidney injury | Yes/No |
acute respiratory distress syndrome | Yes/No |
deep vein thrombosis | Yes/No |
heart failure | Yes/No |
hemorrhages | Yes/No |
hypoproteinemia | Yes/No |
pneumonia | Yes/No |
pulmonary embolism | Yes/No |
respiratory decompensation | Yes/No |
respiratory failure | Yes/No |
rhabdomyolysis | Yes/No |
sepsis and septic shock | Yes/No |
Performed Treatments | |
antibiotics | Yes/No |
antifungals | Yes/No |
antithrombotic prophylaxis | Yes/No |
antivirals | Yes/No |
chloroquine/hydroxychloroquine | Yes/No |
corticosteroids | Yes/No |
extra-corporeal membrane oxygenation | Yes/No |
immunoglobulins | Yes/No |
non-invasive or invasive mechanical ventilation | Yes/No |
oxygen therapy (ECMO) | Yes/No |
renal replacement therapy | Yes/No |
other treatments in accordance to guidelines or experimental drugs | Yes/No |
Outcome | hospital discharge/transfer/death |