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. 2022 Jul 11;22:188. doi: 10.1186/s12874-022-01660-3

Fig. 2.

Fig. 2

Multi-layer cross-validation framework: A Overall cross-validation to assess the predictive performances on independent samples, B Intermediate-layer cross-validation for the superlearner only performed on the learning sample to determine the weights. A final internal cross-validation (or Bootstrap for RSF) is done to tune each method