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. 2021 Dec 1;11(12):1271. doi: 10.3390/jpm11121271

Table 3.

Performance metrics between SASA scoring system and other machine learning-based models using VitalDB.

Candidate Models
SASA LASSO DNN RF XGB
AUROC 0.73 0.73 0.84 0.74 0.82
AUPRC 0.06 0.26 0.35 0.24 0.30

AUROC, area under receiver operating curve; AUPRC, area under precision recall curve; SASA, Surgical Apgar Score combined with the ASA-PS classification; LASSO, least absolute shrinkage and selection operator logistic regression; DNN, deep neural network; RF, random forest; XGB, extreme gradient boosting.