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On real data, we examine whether the undirected joint model or conditional model better represents the data.
In fact, when we attempted to model two second-order factors for the SF-36 in the combined analysis, it resulted in an inadmissible PHI matrix of factor correlations providing more evidence that only one second-order factor better represents the data.
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This process, while more time consuming, ensured the themes better represented the data, enhancing reliability.
We felt this better represented the data prior to 2005 and post 2005 AIS coding changes and therefore improved reliability of our data.
We changed the cartoon to better represent the data, as suggested by the reviewers.
Coding discrepancies were discussed and themes revised to better represent the data.
A quadratic, as opposed to a linear relationship between domain levels and choice was used in the model calculation as it better represented the data.
This maximizes the amount of information used in the evidence synthesis and better represents the available data.
The authors claim that, by performing such multi-layer non-linear mapping methodology, one can obtain a more abstractive shared feature space which better represents the probability distributions of the data compared to shallow transfer learning methods.
Our data better represents the general college population in the state of North Carolina, which is itself highly representative of the nation itself.
Inference should be based on the data set that better represents the population.
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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