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This matrix is multiplied by the matrix of estimated model parameters, i.e., the result is a sum of estimated population totals of auxiliary variables times the corresponding model parameter estimate, such as ( {widehat{tau}}_{Xj} cdot {widehat{beta}}_j ).
They are online state (degradation) estimate and the model parameter estimate ((beta) and (sigma_{B})).
Similarly, to interpret the effect of a categorical independent variable, the outcome variable changes by 100 times the exponential function of the model parameter estimate as a percentage for a specified category compared with the reference category.
Therefore, while all other variables in the model are held constant, the outcome variable changes by 100 times the exponential function of the model parameter estimate as a percentage for a 1-unit increase in a continuous independent variable.
The relative differences between final model and bootstrap parameter estimates were calculated as follows: where F is the final model parameter estimate and B is the bootstrap parameter estimate.
We found that the combination of HCI and access to piped water was the most important risk factor for dengue transmission, as indicated by the magnitude of the best-fit model parameter estimate (Table 2 Model A); this parameter was also a significant variable in all other top models (Additional file 4: Table S2).
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Using model-based estimation positional errors affect the model parameter estimates and thus the estimators.
Five hundred bootstrap replications of the original dataset and model estimation were generated to obtain robust confidence intervals for the final model parameter estimates.
Fig. 3 Choice model parameter estimates and effect likelihood.
The overall joint goodness of fit for the Heckman selection model parameter estimates was assessed.
Estimated count distributions determined from corresponding model parameter estimates provided in Table 5.
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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