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Questions discussed were: (1) model improvement (optimization of parameters and use of scaling factors), (2) sensitivity testing of parameters, and (3) methodology to define inputs.
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XML has a type system schema that can be used to define input parameters and constraints.
Then a Monte Carlo simulation was carried out using existing literature to define input distributions for the key inputs.
Phases of a constant time interval, of this very complex system could define input vectors of training data set.
Furthermore, one has to define input and output variables.
The key factor lies in how we define input "1".
In principle one also can analogously define input subgraphs and determine which processes are uncontrollable.
In accordance to this definition at the ODE level, one can also formally define input and output processes at the process level.
Allergen Atlas allows for more stringent searches of the FAO/WHO protocol by allowing users to define input parameters such as the number of contiguous amino acids for screening (rule 1) as well as the sequence identity threshold (rule 2).
Model outputs pointed out a significant increase in pre-SPF exceeding the estimates of the deterministic model (Table 2), when using hypothetical standard sample sizes to define input HP.
Functions generally are in Lapack-style, where there are a large number of well defined inputs, and a number of outputs returned by pointers.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com