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. 2023 Jul 25;18(7):e0287398. doi: 10.1371/journal.pone.0287398

Table 3. Results of the Random Forest model.

Model Dataset Stays % of AKI auROC [iqr] Sensitivity Specificity Median lead time (h) (AKI after the first 24h of ICU stay) LR+ LR-
Random Forest Internal Test 1’749 15.2 0.884 [0.864–0.905] 82.0% 80.0% 15.5 4.10 0.24
Random Forest eICU 6’985 15.5 0.877 [0.868–0.888] 83.0% 81.3% 14.0 4.44 0.23
Random Forest Margherita Tre 1’025 6.1 0.911 [0.882.0.936] 82.5% 83.2% 23.0 4.91 0.20

auROC = area under receiving operator curve; LR + = likelihood positive ratio; LR- = likelihood negative ratio.