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. 2022 Jul 5;15(9):2230–2240. doi: 10.1111/cts.13356

TABLE 2.

Performance comparisons of lightGBM model evaluated using the test datasets

Cohort Features Log loss AUROC Brier score AUPR
1 Pre‐ and intraoperative 0.0307 87.76% 0.00621 8.65%
Pre‐, intra‐, and postoperative 0.0302 89.17% 0.00610 10.82%
2 Pre‐ and intraoperative 0.0728 86.32% 0.0166 17.75%
Pre‐, intra‐, and postoperative 0.0619 90.53% 0.0146 35.48%

Abbreviations: AUROC, area under the receiver operating characteristic curve; AUPR, area under precision‐recall curve.