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We do recommend further cross-validation studies for developing and validation of SF equation specific to Pakistani paediatric population.
In the future, direct comparisons between these techniques will be insightful and necessary for further cross-validation.
We conduct further cross-validation and case studies, and the results clearly suggest the efficacy of the proposed method.
This function can be used for further cross-validation.
Further cross-validation did not improve nor change overall classification and ranking.
The generalized cross-validation method does not use any further cross-validation data, but estimates the leave-one-out cross validation error of the candidate models based on the calibration data.
These parameters can be better selected by a further cross validation.
Breiman and Spector [5] report no improvement from executing stratified cross-validation in regression settings.
For some examples we executed 5-fold cross-validation and 5-fold nested cross-validation (results not shown), but did not observe a substantial difference from 10-fold.
For a real data set of limited size, the most common method to determine hyperparameters is to execute a cross validation [ 26], because it most effectively utilizes a limited amount of data.
However, it is worth noting that unsupervised screening procedures, like removing variables with near zero variance, in our opinion may be executed prior to the cross-validation loop.
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