Table 3 Features included in the machine-learning models.
Feature type | Features | Values |
|---|---|---|
Demographic | Age* | Continuous |
Gender* | Binary | |
Race | Categorical | |
Life styles | Body mass index (BMI) | Summarized data† |
Smoking* | Binary | |
Physical or lab measurements | Systolic blood pressure (SBP)* | Summarized data† |
Diastolic blood pressure (DBP)* | Summarized data† | |
Total Cholesterol (Cholesterol)* | Summarized data† | |
HDL Cholesterol (HDL-C)* | Summarized data† | |
LDL Cholesterol (LDL-C) | Summarized data† | |
Creatinine | Summarized data† | |
Glucose | Summarized data† | |
Triglyceride | Summarized data† | |
Diagnosis | Other tests (phecode33 1010) | Binary |
Benign neoplasm of skin (216) | ||
Diabetes mellitus* (250) | ||
Disorders of lipoid metabolism (272) | ||
Other mental disorder, random mental disorder (306) | ||
Heart valve disorders (395) | ||
Hypertension (401) | ||
Cardiomyopathy (425) | ||
Congestive heart failure; nonhypertensive (428) | ||
Atherosclerosis (440) | ||
Acute upper respiratory infections of multiple or unspecified sites (465) | ||
Chronic airway obstruction (496) | ||
Disorders of menstruation and other abnormal bleeding from female genital tract (626) | ||
Medication | Warfarin (RXCUI 11289) | Binary |
Aspirin (1191) | ||
Atenolol (1202) | ||
Amlodipine (17767) | ||
Carvedilol (20352) | ||
Lisinopril(29046) | ||
Adenosine(296) | ||
Clopidogrel (32968) | ||
Digoxin (3407) | ||
Diltiazem (3443) | ||
Ramipril (35296) | ||
Diuretics (3567) | ||
Dobutamine (3616) | ||
Simvastatin(36567) | ||
Enalapril (3827) | ||
Sestamibi (408081) | ||
Ethinyl Estradiol (4124) | ||
Furosemide (4603) | ||
Nitroglycerin (4917) | ||
Hydrochlorothiazide(5487) | ||
Ibuprofen (5640) | ||
Metoprolol (6918) | ||
Acellular pertussis vaccine (798302) | ||
Atorvastatin(83367) | ||
ACE inhibitors (836) | ||
Thallium(1311633) | ||
Clonidine (2599) | ||
Genetic | 204 SNPs# | Categorical |
Others | EHR length | Continuous |
