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The AND interaction effect columns were obtained by applying the logical AND function to all possible pair-wise combinations of main effect columns.
Interaction effect columns were obtained by applying the logic AND function to all possible pair-wise combinations of main effect columns.
Otherwise the two main effect columns are added, provided that they satisfy the P-value threshold and their absolute regression coefficients are larger than one.
Only in this case, we add the AND effect column, otherwise the two main effect columns are added, provided that they satisfy the p-value threshold and their absolute regression coefficients are larger than 0.3.
The OR interaction effect columns were obtaining by applying the logical OR function to all possible pair-wise combinations of main effect columns that are associated with the same cultivation parameter.
Basically, we select all main effect columns from D that represent a setting of one particular cultivation parameter and group the genes, for which at least one of these settings is a significant predictor.
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The designs obtained also have favourable properties such as low maximum absolute value of the inner product between a main effect column and a two-factor interaction column and relatively few types of different projections onto subsets consisting of three factor columns.
Statistically significant main effects for gender and/or PA grouping is shown in the main effect column in Table 1, along with the effect size (strength of association - Partial Eta Squared) in each case.
(Note that the cultivation parameters that can only assume two settings, i.e. Aeration type, S-source, Temperature and Protocol, only have one main effect column in D, since the two settings are mutually redundant and only one of them is included in D).
In each dimension, the first column refers to the main effect model and the second column to the interaction model.
The high number of therapy sessions associated with improvement in Psychological Self, the Body image subscale and Familial Self (Table 4, column "Main Effect").
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com