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With an explained variance of 82.6 and 89.1% respectively, the models fit substantially above the value of 50percentt which according Studenmund11 can be considered a good fit for this kind of cross-sectional data.
For the single-level models without individual variability, including residual error terms on isotopes improved model fit substantially (models 2,4; Table 1).
However, of the models with parameters which vary on 23rd February, the model variants which allow the 2 kernel parameters to vary at that time point fit substantially better (by both deviance and DIC criteria, see Table 1) than those which just allow a species-specific variation in infectivity.
Incorporation of local dependence improves the model fit substantially, but the fit of the unrestricted model is still significantly better (, p < 0.0001).
For both weather variables (maximum daily temperature and relative humidity), adding this three-way interaction increased model fit substantially (Table 1c).
Based on a comparison of log likelihood statistics, the model using ER status determined by pathologists fit substantially better than that based on the Citizen Scientist data (log likelihoods − 3580.84 and − 3589.38 respectively).
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Of the Type A models, for all growth functions the anamorphic form fitted substantially better than the common-asymptote form, although the general polymorphic form provided the best fit.
Using the survival probabilities at intermediate times, the curve fits substantially improve, see the simulation study below.
However, the models containing both developmental treatment and its interaction with take-off speed fitted substantially better than those containing the main effect of developmental treatment alone (Table A4), suggesting that the effects of developmental treatment were operating via changes in the trade-off between take-off speed and take-off angle.
Turning to the results for the lower quartile, for all workers with non-zero incomes, we found that model fit was substantially lower than that for the upper quartile, with the fit for males being particularly poor.
Flexible integration allows the inference heuristic to ignore prior knowledge when the model fit is substantially worsened.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com