where E 0 a is determined from the activation energy of a reference reaction, α describes whether the transition state more closely resembles the reactants (closer to 0) or the products (closer to 1), and ∆H is the enthalpy of reaction. The parameters E 0 a and α, and pre-exponential factors A, are estimated using hierarchical decision trees for each reaction family, stored in the RMG database.