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. 2024 Sep 30;40(4):662–670. doi: 10.1093/ndt/gfae218

Table 2:

Ten variables with the highest importance on maintenance steroid use.

Rank Variable Importance Relative value
1 Induction agent 0.452 Reference
2 Calculated PRA 0.175 39%
3 Functional status (Karnofsky Performance Scale) 0.149 33%
4 Recipient race 0.132 29%
5 Cold ischemic time 0.102 23%
6 Recipient hypertension 0.073 16%
7 Recipient HBV core antibody 0.072 16%
8 Retransplant 0.071 16%
9 Machine perfusion 0.071 16%
10 Recipient total serum albumin 0.063 14%

Importance estimates are the mean of the absolute value of the Shapley additive explanation values from an extreme gradient boosting model to characterize the choice of early steroid withdrawal versus conventional steroid maintenance. Relative values are scaled to the highest-ranked variable.

HBV, hepatitis B virus.