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A lot of data are exchanged in collaborative design and different problems must be managed in terms of data consistency.
In terms of data consistency, a unique Analysis ID is always associated to one Processed Data ID and describes the set of steps involved in obtaining that particular processed data.
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Besides experiment and protocol consistency, there is still a lot of work to be done in terms of data and analysis standardization that would not only improve reproducibility but also facilitate data exchange and meta analyses.
And yet, speaking of design consistency, there was still one shoe to drop, if I knew Abnesti, always a stickler in terms of data symmetry, which was: wouldn't Abnesti also need Rachel to decide who to Darkenfloxx™, i.e., me or Rogan?
In terms of consistency of data use, two studies estimated costs from primary data, such as administrative registries and databases [29, 33], three utilised secondary costs [27, 32, 34], and a further four studies used a combination of secondary and primary data for costs, mostly complementing any data missing from primary sources with published information [26, 28, 30, 35].
Registries with a wide range of follow-up time could lead to error in terms of consistency of data across this time period, particularly for the socioeconomic indicators.
Maintenance of data consistency.
Normalized data revealed similar results in terms of internal consistency (Cronbach's alpha 0.843).
We discuss them in terms of their consistency with existing phylogenetic and biochemical data.
Some numerical tests show the practical effects of our method; as well, we compare it with the classical choice for the boundary data in terms of the uniform consistency and the order of uniform convergence of the numerical scheme.
In this sense, we found that a 6-regular graph of 98 vertices visualized as a torus with 98 hexagonal cells, appear as the best configuration in terms of consistency with the observed data.
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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