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Table 1 COVID-19 registry data description

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