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. 2020 Aug 4;22(8):e16903. doi: 10.2196/16903

Table 2.

Top 10 features selected by the extreme gradient boost (XGBoost) and least absolute shrinkage and selection operator (LASSO) algorithms.

Type Important features
Basic information Age at index hospitalization
Charlson comorbid condition Diabetes without complication, Chronic kidney disease, Severe liver diseases
Prior use of nephrotoxic medicine RASa inhibitors/K-sparing diuretics
Baseline laboratory result Serum creatinine, eGFRb, BUNc, Calcium, Phosphorus

aRAS: renin-angiotensin system.

beGFR, estimated glomerular filtration rate (175 × SCr − 1.154 × age − 0.203 × [0.742, female]).

cBUN: blood urea nitrogen.