... for CFSSTCs with identical properties, causing uncertainty for engineers. To address this issue, a hybrid machine learning model – extreme gradient boosting with Taguchi optimisation (XGB–TO) – to predict the axial load capacity of CFSSTCs is introduced. An experimental database of 138 samples from prior...