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On one side, young scientists can build their reputations by sharing their materials, data, analysis, and research process.
Seideman points out a long list: biological and medical research, catalysis and design of materials, data analysis, development of computer algorithms, molecular modeling, and pharmacological modeling.
GJL contributed to the study conception and design, provision of study materials, data analysis and interpretation.
JEV and GJL contributed to the study conception, provision of study materials, data analysis, and manuscript writing.
JEV contributed to the conception and design, provision of study materials, data analysis and interpretation and manuscript writing.
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Mellissa Yong is currently employed and has stock ownership in Amgen Inc. Jon Fryzek has stock ownership in Amgen Inc and, at the time this study was conducted, was an employee of Amgen Inc. AJ contributed to the conception and design, administrative support, provision of study material, data analysis and interpretation, and manuscript writing.
EDEN is a promising technique for materials science data analysis especially when it is coupled with dimensionality reduction and statistical learning algorithms.
However, educational resources on RNA-seq analysis, including instructional materials and data analysis protocols that could be readily integrated into the classroom, are limited.
The French and English transcripts were analysed by members of the research team fluent in Bambara, French and English and areas where the translations were inconsistent or ambiguous were carefully reviewed, and informed subsequent development of data collection materials and data analysis.
J. S. L.: collection and assembly of data; H. E. C.: collection and design of data; S. C. P. and I. S. J.: provision of old animal; J. M. H.: provision of experimental materials and data analysis; K. A. C.: conception and design, financial support, data analysis and interpretation, manuscript writing, final approval of manuscript.
JX participated in material preparation, 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