Table 1. Categorical Features from Question Answers in UK Biobank data fields.
| Demographics | |
|---|---|
| Age/Sex/Race | Age = DateSensorWear-YearOfBirth Sex = Male/Female, Race = Other/White |
| Diagnosis | |
| Cardiovascular Disease | combine 8 fields, eliminate duplicate participants. |
| Myocardial Infarction, Angina Pectoris |
Congestive Heart Failure, Ischemic Heart Disease |
| Stroke Cerebral Infarction, StrokeOther |
Stenosis Precerebral Arteries, Cerebral Arteries |
| Pulmonary Disease | Chronic Obstructive Pulmonary Disease (COPD) |
| Cancer | Date Diagnosed with Malignant Behavior |
| Diabetes | combine 3 fields, Type 1 + Type 2 + Other |
| Medical Care | |
| Operation | Major Operation for Male + Female |
| Hospital Admissions | Emergency Admission, Elective Admission |
| Falls | Falls in Last Year, High risk / Low risk |
| Screening | |
| Hypertension | Essential Hypertension from Physician Panel |
| Cholesterol | Total Cholesterol, Normal< = 5.9 |
| Obesity | Body Mass Index (BMI), Normal<30 |
| Medications | Number of meds, Good<5 |
| Habit | |
| Alcohol (Intake Frequency) | Daily, 3-4/Week, 1-2/Week, 1-3/Month, Special, Never |
| Smoking (Current Tobacco) | Yes (Bad), Occasional, No (Good) |
| Stress (Illness/Injury/Grief) | Serious You (Bad), Serious Other, None (Good) |
| Lifestyle | |
| Health (Overall General Health) | Excellent/Good/Fair/Poor |
| Education (Schooling/Training) | None = 1; Any value (college, professional) |
| Income (Average Household) | 0-18K, 18-31K, 31-52K, 52-100K, >100K Pounds/Year |
ADC Advanced Disease Condition is 7 features (4 Diagnosis + 3 Medical Care)
MRF Modifiable Risk Factors is 10 features (4 Screening + 3 Habit + 3 Lifestyle)