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This needs further validation to overcome the relatively limited power of our design.
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Overfitting was avoided by performing five-fold cross validation, with 20 repeats to overcome variability.
Detailed validation of stroke diagnoses to overcome difficulties through earlier more deficient precision in stroke diagnostics.
However, using a proper cross-validation approach such as stratified random cross-validation can help us to overcome these problems while being independent of any prior biological knowledge.
Increased statistical power, qualitatively different measures, cross-validation of results, and potential to overcome weaknesses of each approach alone makes this a very powerful approach to gaining a fuller understanding of genetic architecture.
Each experiment is repeated three times in order to estimate the variance of the measurement values and five-fold cross-validation was conducted in order to overcome over-fitting.
The additional use of groundwater observations for model validation can serve as a measure to overcome the problem.
To overcome these problems, validation by large-scale prospective studies should be performed in the future.
These findings highlight an important caveat to the use of CRISPR Cas9 for target identification and validation, and present a robust assay to overcome these challenges.
We show that the Genetic Algorithm tool, after being constrained during the reproduction process within a specified range and trend of variation of the Weights of Evidence coefficients, was able to overcome overfitting and improve validation fitness scores with acceptable computational costs.
To overcome this issue, external validation of prediction models are ongoing.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com