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The model formulation allows consideration of arbitrary boundary value specifications and also, for some cases, spatially varying initial concentration profiles.
Most natural gas sources contain hydrocarbon liquids that must be removed to meet the hydrocarbon dew point and heating value specifications of the pipeline gas before they can be used by the consumers.
The small p value recommends diagnostic investigation of the full range of non-random reasons for ill fit – most importantly reconsideration of the possibility of model causal misspecification, but also rechecking: the model's programming, the missing value specifications, any data manipulation/recoding, the possibility of other human-errors, and so on.
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The MARTE value specification language (VSL) has been developed to specify the values of constraints, properties and stereotype attributes particularly for nonfunctional properties.
Section I of [Additional file 1] provides details on initial value specification for PMLR.
The outcomes of this stage served as input for the value specification and design.
A working prototype of the web-based intervention was developed according to the requirements specified in the value specification stage.
See Section I of [Additional file 1] for details on using EM and optim, including initial value specification.
The value specification builds on the results of the contextual inquiry and here the key stakeholders determine and rank their values.
In this study, we applied the CeHRes-Roadmap [ 9] to perform the formative research phases of contextual inquiry, value specification, and design evaluations (see Figure 1).
For example, the interviews held in the value specification step, have also provided information on the context, which would, ideally be gathered in the contextual inquiry step.
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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