In this talk, I will discuss what we can learn from simulations of molecular cloud formation and evolution that trace the thermal and chemical history of the gas in addition to its dynamical evolution. In particular, I will focus on the transition within clouds from ionized carbon to neutral carbon and thence to CO, and the role that these coolants play in governing the star formation rate.