In court, Mestrovic said he was shocked by how dysfunctional the brigade appeared to have been, and he added, "In a dysfunctional unit, we cannot predict who will be the deviant — but we can predict deviance".
Predictive deviance (expressed as a percentage of the total deviance) provides a measure of the goodness-of-fit between predicted and raw values.
The best global model included rainfall, minimum temperature, and three mosquito species, which explained 63.5% deviance and predicted disease accurately.
Model validation plots of standardised deviance residuals against predicted values demonstrated in general a satisfactory fit.
Statistical outliers might be identified on the following bases: their residual values, deviance from their predicted values, and influence over the regression models themselves [ 23].
Machines do not have the capacity to predict such radical deviances from what is expected to occur, while human analysts will portray different scenarios and argumentations in favor and against varied outcomes.
We propose using the "sum of deviances" between observed and predicted phenotypes, coupled with the "misclassification rate" under a leave-one-out process, to determine the optimal size of our BPR model (i.e., the number of genes to include in the regression equation).
Model fit was inspected by plotting standardised deviance residuals against covariates and predicted values.
