Reliability-based mix design for concrete compressive strength using a physics-prior residual-learning surrogate with calibrated uncertainty.

Fig 9 (b) shows a hexbin plot of absolute error versus predicted standard deviation; a positive trend is evident, meaning that larger predicted uncertainties correspond to larger absolute errors.

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