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This ensures that modelling results represent biological phenomena in such a way that the (intrinsic interpreted) model can explain biological reality (cf. Figure 2).
Recent efforts are directed towards using variable selection to identify the best diagnostic features for obtaining a simple and easily interpreted model.
Author contributions: Designed and conducted the analyses (A.L.C., K.D., M.P., K.K).; interpreted model results (A.L.C., K.P., M.P., K.K., R.P.W., S.E., E.L., K.W.K., P.P., K.F).; provided primary data for use in the model-based analyses (J.C.L., L.H., K.W.K., S.A., P.P).; drafted the manuscript (A.L.C., K.D .; critically revised the manuscript and approved its submission (all authors).
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As with all modeling efforts, constructing these models requires a balance between simple, general, and easily interpreted models on the one hand, and more complex, specific, and predictive models on the other.
Translators must also be able to interpret model results and identify potential model errors, such as overfitting.
Such guidance is needed to more effectively evaluate and interpret model performance and more accurately communicate that performance to decision-makers and other modeling stakeholders.
Wise decision making depends on analyzing and interpreting model results into valid conclusions.
Associated data and variables are introduced in the third part, and the fourth part describes and interprets model regression analysis results.
As such, both P-values and HL graphs were used to interpret model calibration.
Particular caution should be taken in interpreting model results in those areas.
To limit the model space size, it was assumed that s-sites are always filled in oligomers and never filled in monomers, and to interpret model terms it was assumed that a-sites fill before h-sites.
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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