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Following data upload to OCHEM we performed modeling and reviewed outlier molecules.
She undertook the statistical modeling and reviewed the manuscript/analysis.
JEH and RCP participated in the interpretation of results of the statistical modeling and reviewed and revised the manuscript.
HHS participated in the inception of the study, participated in the interpretation of results of the statistical modeling, and reviewed and revised the manuscript.
CJP participated in the inception of the study, participated in its design, participated in the interpretation of results of the statistical modeling, and reviewed and revised the manuscript.
FL obtained the original funding for the study, participated in the inception of the study, participated in the interpretation of results of the statistical modeling, and reviewed and revised the manuscript.
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This chapter introduces the digital system modeling and reviews the importance of modeling and simulation in a design process.
As the result of decades of research, the text presents a strong argument for conflict modeling and reviews the most popular and advanced techniques, including system dynamics modeling, agent-based modeling, and participatory modeling methods.
S. B. was involved in the sample preparation, analysis, metabolomic analysis, figure preparation modeling, and reviewing of this manuscript.
LJ developed the model and reviewed the manuscript.
GM conceived and designed the study, helped in the development of the model, and reviewed the results and manuscript.
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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