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This process of obtaining judgment data from implementers proved to be a rich source of ideas for refinement of items.
We discuss research limitations and consequences of this first empirical analysis, and suggest ideas for refinements in future work.
At the start, one needs to think broadly, in order to generate ideas for further refinement; well into the project, roadblocks and stalls must be overcome; and nearer to the end, the researcher must refine his or her language and presentation of the relevance and motivation for the research project.
If we view students' incorrect ideas as resources for refinement, rather than obstacles requiring replacement, then this model of student thinking may lead to more effective pedagogical strategies in the classroom.
The Lipson lab's extensive experience with nanophotonic waveguides and optimization of fabrication protocols allowed for refinement of Wang et al.'s original idea for the nSWAT and helped accelerate its design and fabrication.
Nonetheless they might be a first step towards more efficient adaptive solvers based on different ideas for the grid refinement or on a more efficient implementation.
While Toyota aims for refinement, Nissan emphasizes machismo.
Still, he suggested, there is room for refinement.
Ives had no patience for refinement and sumptuousness.
There is, however, plenty of scope for refinement.
Some needs for refinement were noted.
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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