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. Author manuscript; available in PMC: 2024 Dec 18.
Published in final edited form as: Aquat Toxicol. 2021 Mar 12;235:105807. doi: 10.1016/j.aquatox.2021.105807

Table 3.

Evaluation of RF and glmnet algorithms using different training sets against test sets of organisms from the same concentration of EE2.

Instance Area Under ROC Curve (AUC) Brier score
randomForest; train on 10.0 ng EE2 1 5.95E-03
randomForest; train on 2.5 ng EE2 1 1.52E-02
randomForest; train on 2.5/10 ng EE2 combo 1 4.17E-03
glmnet; train on 10.0 ng EE2 1 4.33E-06
glmnet; train on 2.5 ng EE2 1 1.42E-02
glmnet; train on 2.5/10 ng EE2 combo 0.93 1.98E-01