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"From a common sense overview, disregarding the data I agree it looks like a risk.
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To disregard the data that result from this scientific breakthrough simply because it didn't follow standard procedure would be wrong.
By doing so, these founders disregard the data in front of them and start down a path of rationalization that is hard to unwind.
Nor is it to completely disregard the data and go with the gut every time.
However, this is comparable to the number of events per animal published in previous studies of replay, hence we do not disregard the data.
In our case, no particular partitioning in terms of instrumentation, duration, or polyphony degree has been done to the data, as the idea is to check the usefulness of the interactive approach disregarding the nature of the data used.
The absolute values (i.e. a rescaling of the data disregarding the sign) of the log2 fold change abundance were then used in the subsequent statistical analysis.
Because the result of the constant of the multiple linear regression analysis was <0.5 (0.4, SE 0.219), we interpreted the data disregarding the constant.
However, for the purposes of the modeling in Fig. 2c we disregarded the unimodal data because of potential attentional differences between bimodal and unimodal data.
If cherry-picking the two or three data points that you like the most is a sin of the first order, disregarding the two or three data points that you like the least will lead to many of the same problems.
One way to define the quality of a model is how well a model fits to the measured data, disregarding the number of parameters used.
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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