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Removing mitigation measures from the model has little effect on the other variables, with housing type, elevation, and distance between dwellings remaining the most influential factors.
However, in the case of shorter viral fragments, dropping either one of these two measures from the model did not produce any significant change to the performance, while removing both produced a significant drop in performance (up to 3% for 1000 bp reads).
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The default setting for f is the max function, which is an upper bound estimation of the quality of the rule, based on the measures from the models where it was found.
To evaluate the overall risk associated with swimming, we excluded the water-quality measures from the models.
Sloshing pressure time history, measured from the model test, is decomposed into wavelet basis function targeting the minimization of the number of the basis function together with the maximization of the numerical efficiency.
Whenever more than one summary measure was reported for an outcome, the most adjusted (summary measure from the model including highest number of variables) was considered.
To further determine the effect of these two measures on the classification performance, we removed each measure from the model one at the time and then recalculated the accuracy scores.
There are many assumptions in our simulation model, which directly affect the contact and infection processes, the design of the NPIs, and the NPI responses measured from the model.
The predictor measures were first evaluated within their natural classes to minimise co-linearity and to prevent a large number of conceptually similar measures from saturating the model.
The cost function in our procedure was the weighted sum of three cost measures computed from the model output and the data (or the output of two different models).
When several measures of association were reported, we chose the measure obtained from the model of the highest category for ferritin concentration and as second choice, the measure adjusted for most covariates.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com