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The selection of the final multivariable model presented was the one with the better fit in terms of deviance, the one with the smallest -2-log likelihood.
A positive ΔAIC indicates that the three-factor model gives a worse fit (in terms of deviance explained and number of parameters used) than the full model.
In the PACS interview parents are asked to rate the behaviour of their child not in terms of deviance from normality, but rather by describing the behaviour according to its frequency ('How often does the child usually leave the seat during mealtimes?') or severity ('What does the child do when in a temper?').
These further parametric alternatives aim to achieve better fit to data (e.g. in terms of deviance) but studies failed to confirm that better fit translates into more reliable inferences potentially due to models over-fitting extreme observations (Nixon and Thompson, 2004; Thompson and Nixon, 2005).
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In LMs, R is defined from the residual sum of squares, and in GLMs the goodness of fit is evaluated in terms of the deviance: the percentage of deviance explained by the model.
Finally, although significance thresholds in maSigPro-GLM maintain their statistical meaning, the goodness of fit, which is used in the second step of maSigPro to select genes with well-fitted models, is evaluated in GLMs in terms of the deviance: the percentage of deviance explained by the model.
The encounter-probability model gave the most appropriate results in terms of the deviance statistic and the lowest Akaike's Information Criterion.
This positions these older people and their ethnicity in terms of their deviance from the desired, standard, social and cultural norms that are perceived to be typical of the general population, hence constructing these older people and their ethnicity as problematic (see Brotman 2003; Zubair and Victor 2015).
We follow the standard approach to determine the optimal regularization parameter κ∗: for each κ, we perform ten-fold cross validation using the deviance of the model as the error criterion and choose κ∗ based on the 1SE rule [ 26]: We select the largest κ (hence the simplest model) that in terms of its deviance is still within one standard error of the best κ.
However, up to date no study has compared behaviours of different nature in terms of conformity and deviance motivations in traffic.
HR = hazard ratios; CrI = credibility interval; SD = standard deviation; P = probability of being the best treatment choice in terms of healing ; DIC – deviance information criteria.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com