Before revision:  The CRNN is physically interpretable , and its weights correspond to the reaction pathways and rate constants of the chemical reaction network.
After revision:  Consequently, the CRNN is physically interpretable , and its weights correspond to the reaction pathways and rate constants of the chemical reaction network.