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The MAPE associated with XGBoost design is 99.39%, 99.16%, and 99.28% less than ANN, ANFIS, and DT designs. In line with the outcomes of the susceptibility assessment, the shear power associated with the CRCBs is most afflicted with the level associated with beam, stirrups spacing, as well as the a/d. The graphical shows of this Taylor graph, violin story, and multi-histogram plot additionally support the XGBoost design's reliability and accuracy. In additio