Before revision:  Then, inferencing the reaction pathways and the rate constants are accomplished by training the equivalent CRNN via stochastic gradient descent.
After revision:  Then, inferencing the reaction pathways and the rate constants are accomplished by training the CRNN with species concentration data via stochastic gradient descent.