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However, the increase in model performance observed for diversity (1/D) when combining SfM and MBES-derived terrain features highlights the likely importance of fine-scale features.
The higher model performance observed at finer grain sizes was most likely caused by the combination of three factors: (1) high spatial accuracy of bird records and (2) a more precise location and delineation of habitat features and, (3) to a lesser degree, by more habitat types differentiated in maps of finer resolution.
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When four weather stations were used, no significant improvement in model performance was observed.
Similar model performance was observed in different countries using Model 1 and Model 3.
Similar results of model construction and model performance were observed in another sensitivity analysis limiting data to 30-day hospital and 30-day ICU mortality (Appendix Tables 6, 7) and restricting data to 90-day hospital and 90-day ICU mortality (Appendix Tables 8, 9).
A comparable level of parsimony and model performance was observed between the MI-LASSO model and our tolerance model with both the real data and the simulated data sets.
The performance scores of the new methods agree with the performance observed in model training and testing (Fig. 1).
This overfitting then leads to the decrease in performance observed as the model complexity of HME3M is increased.
The financial performance observed when using the VRS-DEA model is expected to be better than the performance observed when using a revised menu engineering model.
Based on the performance observed and the clarity of the underlying procedure, we selected a MARS model for the final function.
Summarizing, the lower performance observed here is more in line with the performance that can be expected from a true prospective application of these types of models.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com