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The difference; its an army of CPAs and/or chartered accountants included in the engagement that externally validates data sets.
The PMU Status & Data Characteristics module validates data at the measurement level utilizing PMU status and measurement limit based detection.
Factual validates data from the Web using an intelligent web crawler that attempts not just to index words but to understand meaning and construct multi-dimensional entities such as places.
Eyescores is customisable, minimises user involvement in data entry and validates data using the powerful language of regular expressions.
CountrySTAT, as a one stop centre, centralizes, harmonizes, standardizes, integrates and validates data on food and agriculture coming from different sources.
The work of Pinhel and colleagues validates data seen in other studies that have shown the decrease in phospho-protein biomarker expression as a function of time to fixation [ 3- 5].
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This method is intended to be used for code-to-code comparisons and benchmark studies for which no 'true' validation data exists or when validated data is sparse.
The disagreement is really over the value of intuition: the E.B.M. position is that there are reliable, validated data, and then there are data that aren't reliable and validated, and that's really what matters.
How often does one need to validate data?
We recommend that, prior to publication, users validate data subsets against original publications.
M.G. helped construct plant and fungal phylogenetic trees and validate data during Phase III and commented on 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