Towards identification of a reliable framework to predict the thermal field in turbulent wall-bounded shear flows

•We identify a reliable framework capable of predicting turbulent thermal fields of different working fluids.•It is shown that accurate prediction of the flow field is a necessary (but not sufficient) condition to predict the thermal field accurately.•We demonstrate that the thermal time scale plays a major role and need s to be considered to accurately predict the near-wall thermal dynamics.