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These two modeling methods should provide similar results if both models are correctly specified and their underlying assumptions hold well, while the interpretation of the fixed effects estimates is a little different [ 8].
Considering the null hypothesis, the models are correctly specified and that there is no unobserved heterogeneity.
It can be seen that at shallow depths (left column), all models are correctly reconstructed in most parts of the area.
Note too that in the random effects model, where country-level variables are included (model 2), the association remains the same, strengthening the belief that the random effects models are correctly specified to test the potential of interaction effects.
The two laser-ground estimation strategies tested were a model-dependent (MD), two-phase approach that rests on the assumption that the predictive models are correctly specified, and a model-assisted (MA) approach with a two-stage probability sampling design which utilizes design-unbiased estimators.
Thirdly, its statistical efficiency may be slightly lower than parametric method when the parametric models are correctly specified.
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Residual plots were inspected to confirm that models were correctly specified.
The performances of ITRs heretofore presented depend heavily on whether the statistical models were correctly specified.
They showed that if one of the two working models is correctly specified, failure time is independent of censoring time conditional on the two risk scores.
It is important that imputation models be correctly specified for analyses to yield unbiased estimates, and random forest may help avoid the bias that can occur with parametric MICE if the latter's imputation models are misspecified.
To test whether the models were correctly specified, we calculate a chi-square goodness of fit measure for each of the indicators using the fully Bayesian approach (Gelman et al, 2000).
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