Before revision:  This approach takes advantage of both physicochemical modeling and data-based approaches and allows to construct optimal parameterized reduced dynamics in the number of species , reactions and parameters, while controlling the information loss due to the reduction.
After revision:  This approach takes advantage of both physicochemical modeling and data-based approaches and allows to construct optimal parameterized reduced dynamics in the number of variables , reactions and parameters, while controlling the information loss due to the reduction.