Table 6.
Results for data elements with highest and lowest F1-Scores using the Union ensemble method. The data elements are ordered according to their F1-Scores (or the number of matches to break a tie).
| Fl-Score | Dataset | Category | Data Element |
|---|---|---|---|
| Highest | Congestive Heart Failure (CHF) | Medications | Heparin |
| Comorbidities | Diabetes Mellitus | ||
| Laboratory Tests | Serum Albumin | ||
| Weight Management / Obesity (WM/O) | Surgical Procedures | Roux-En-Y | |
| Comorbidities | Diabetes Mellitus | ||
| Hyperlipidemia | |||
| Kawasaki Disease – Public (KD-Public) | Medications | Acetylsalicylie Acid | |
| Anticoagulants-Heparin | |||
| Intravenous Immunoglobulin | |||
| Kawasaki Disease – Private (KD-Private) | Laboratory Tests | Gamma-Glutamyl Transpeptidase | |
| Albumin | |||
| Medications | Intravenous Immunoglobulin | ||
| Lowest | Congestive Heart Failure (CHF) | Medications | Angiotensin-Converting Enzyme Inhibitor |
| Warfarin | |||
| History and Progress | Chief Complaint | ||
| Weight Management / Obesity (WM/O) | Vital Signs | Pulse | |
| Laboratory Tests | Serum Creatinine | ||
| History and Progress | Chief Complaint | ||
| Kawasaki Disease – Public (KD-Public) | Medications | Warfarin | |
| Clopidogrel | |||
| Imaging Tests | Angio Computed Tomography | ||
| Kawasaki Disease – Private (KD-Private) | Imaging Tests | Echo | |
| Terms | Kawasaki Disease | ||
| Laboratory Tests | Platelet |