Table 2 Clinical variables considered in building predictive models for Stage-3 AKI
From: Causal risk factor discovery for severe acute kidney injury using electronic health records
Feature Category | # of Variable | Details |
|---|---|---|
Demographics | 3 | Age, gender, race |
Vitals | 5 | BMI, diastolic BP, systolic BP, pulse, temperature |
Lab Tests | 14 | Albumin, ALT, AST, Ammonia, Blood Bilirubin, BUN, Ca, CK-MB, CK, Glucose, Lipase, Platelets, Troponin, WBC |
Comorbidities | 28 | UHC comorbidity |
Admission Diagnosis | 129 | UHC APR-DRG |
Medications | 482 | All medications are mapped to RxNorm ingredient |
Medical History | 230 | ICD9 codes mapped to CCS major diagnoses |