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Be explicit about the need for deviance and apply the ABCs to behaviors supporting or hindering that deviance as well as to the deviance itself.
All models indicated a high goodness of fit expressed by the explained deviance as well as by the pseudo-R2 by Nagelkerke [66].
Model fit was assessed by inspection of the overdispersion parameter, the model deviance as well as patterns and magnitude of the residuals.
For all plant species, traits, and mixed-model approaches examined, considerably different values of REML-based deviance as well as MSD were observed for the examined levels of T (Additional file 3).
p-values for the analysis of variance (or deviance) as well as the amount of deviance explained for each fixed-effect of mixed models were calculated with the function pamer.fnc (package LMERConvenienceFunctions). Post hoc multiple-comparison was carried out with the function glht (package multcomp; [ 48]).
French sociologist Émile Durkheim viewed deviance as an inevitable part of how society functions.
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Models were assessed by deviance reduction, as well as by 5-fold cross-validation, with estimated prediction error (EPE) approximated by the negative log likelihood loss function [84].
The final multivariate model was assessed for fit by observing Pearson and deviance residuals as well as cooks distances.
In tuning the model parameters, a data-driven empirical approach was taken to select the optimal number of features in each gene signature, using the sum of deviances as a metric of relative performance.
Model II provided a better fit to the data compared to Model I with a smaller deviance and BIC, as well as smaller correlation residuals.
Anyone whose views lie within the sphere of deviance--as defined by journalists--will experience the press as an opponent in the struggle for recognition.
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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