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. 2023 Apr 29;2022:415–424.

Table 3:

Comparison of prediction and fairness performance on graft failure prediction

Model Sensitive attribute: Race Sensitive attribute: Gender
ROC AUC DPD EOD ROC AUC DPD EOD
MELD-score 0.505±0.000 0.505±0.000
Logistic Regression 0.777±0.000 0.648±0.017 0.834±0.007 0.777±0.000 0.021±0.000 0.033±0.001
Random forest 0.804±0.000 0.630±0.030 0.703±0.047 0.804±0.000 0.020±0.001 0.036±0.001
GBDT 0.809±0.000 0.637±0.027 0.713±0.033 0.809±0.000 0.017±0.000 0.031±0.001
W/o first-step 0.793±0.000 0.596±0.022 0.687±0.038 0.792±0.000 0.016±0.002 0.027±0.002
W/o second-step 0.793±0.001 0.616±0.041 0.745±0.076 0.793±0.001 0.014±0.007 0.026±0.009
Ours 0.792±0.000 0.597±0.015 0.662±0.029 0.793±0.001 0.011±0.001 0.022±0.003