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Different stages of data work call for different communication channels, exchange mechanisms, and sharing platforms.
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Through the deep examination of natural resources and environmental scientists' data communication and sharing mechanisms, this study highlights the different stages of scientists' data work and exchange dynamics, and suggests an integrated view and holistic design of data repository, discovery, and learning system in the transformative and disruptive research environments.
NB designed the study, worked in all stages of data collection and analysis.
SE made substantial contributions to conception and design, worked in all stages of data collection, performed the statistical analysis.
IES made substantial contributions to conception and design, worked in all stages of data collection and analysis, wrote the first draft.
Gotelli gave valuable insight during early stages of data analysis.
Much of this prospective work is just now coming to fruition with studies on cardiovascular, vehicular and non-vehicular trauma, burns, pediatric respiratory illness, seizures, stroke, and maternal care being in various stages of data analysis and manuscript development.
Three stages of data analyses were conducted.
The first stage of data analysis identified and detailed work processes, including unofficial and invisible work, from observation and interview data and micro-level documents.
What are the dimensions of reproducibility for different stages of your work, including data collection, analysis, visualization, interpretation and presentation?
WR conceived the study and was involved in all stages of experimental work and data analysis and drafted the 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