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At the same time, it provides a well-founded tool to represent in a compact way the data interpretations needed to reason effectively about what is happening in the world and what is desired to happen.
Correlation matrix and principal component analysis were employed in the data interpretations.
Are the data, interpretations, and conclusions clearly integrated?
SH contributed to the data interpretations and writing of the manuscript.
JRM gathered gene and intron sequences, contributed to the specimen collection, performed data analyses, and contributed to the data interpretations and writing of the manuscript.
In the data interpretations, we generally highlighted significant differences defined for: (a) transcriptomics, q-values ≤ 0.001 and fold changes ≥ 2; and (b) metabolomics, p-values ≤ 0.05 and q-values ≤ 0.1, which indicates that ≤10%% of the discoveries called significant are possibly false positives.
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All authors contributed to the data interpretation.
All authors contributed to the data interpretation and paper.
All authors contributed to the data interpretation, troubleshooting, manuscript writing, and editing.
However, delegating the data interpretation to an outside consultant or even just a subset of the team can undermine success.
A.P.D. performed the most of the experiments and contributed to the data interpretation and writing 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