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To investigate this effect, we generated power curves, using Equation 1, for the F-test based on different significance levels and sample sizes (here we assume a balanced number of samples in each group, i.e. n = m).
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Experiments revealed that kNN works better when GM, WM, and CSF have the balanced number of training samples that was set to 50,000 voxels (corresponding to a volume of 50 cc at a resolution of 1 × 1 × 1 mm).
In addition, these genes are unlikely to correspond to genes modulated by DHT treatment independently from PIP expression, since both [PIP+] and [PIP++] subgroups of samples consist of treated samples and the [PIP++] subgroup contains a balanced number of treated and untreated samples.
In this way, we ensured the training and testing data do not contain samples from the same lymph node or the same patient, meanwhile keeping a balanced number of positive and negative samples in each fold.
A total number of 456 microarrays were included in the study, comprising a balanced number of male and female samples in each tissue (Table 1, Methods).
A balanced number of cases and controls is sampled.
A sampling grid was used in order to achieve a sample with a balanced number of participants for each burn centre representing the key professional groups/functions (i.e. physiotherapists; social workers; psychologists; nurses; care coordinators).
(3) The test set should represent a balanced number of both active and inactive compounds for uniform sampling of the data set.
The remaining 20% was the validation set including a balanced number of epileptic and healthy subjects.
A literature review revealed a balanced number of reports for both transvesical and extravesical approaches.
There were a balanced number of increases and decreases.
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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