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Fig. 7 Experiment set validation.
Setting the standards.
It is now critical to set standards for validation in the field so that promising biomarkers can be applied in clinical trials and clinical practice.
The performance of the algorithm in classifying clinical notes was assessed against the validation set gold standard.
The reliability of the models was assessed using the coefficient of determination in validation (R2V) and the ratio of standard deviation of the reference data in the validation set to the standard error of prediction (RPDV).
Studies plotting learning curves required to reach standards set by validation trials are thus beckoning.
Eliminate choices by setting standards.
The training set was used for internal validation and the validation set for external validation.
The data were analyzed by using test-set validation with centered data and the variables were weighted according to their standard deviations.
The gold standard for doing this is to set aside a portion of the data for this final validation step (the so-called test set validation).
The new rules will require companies drilling on public lands to disclose the chemicals they are using to the Bureau of Land Management, will set higher standards for the storage of wastewater from the fracking process, and will require validation of well integrity.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com