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You really accelerate the process and increase the validation to a clinical stage".
As we increase the validation threshold, ideally the precision should increase without affecting the recall.
Similarly, higher values of the smoothing parameter result in a smoother network approximation process but will increase the validation error.
All validation experiments were replicated 3 times to increase the validation accuracy.
After this point, although the learn performance continues to increase, the validation performance begins to decrease gradually.
To increase the validation rate, we set up more stringent parameters for SNP calling as mentioned above.
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In summary, increasing coverage from 8-fold to 16-fold reduces the total number of putative SNPs identified in the bulks by 60%, increases the validation rate from 57%-83 57%-83does not affect the percentage of validated SNPs mapping to the target interval (approximately 67-72%).
The use of the bias corrected downscaled data improved the results of the model used to predict soil wetness, increasing the validation metrics.
It is noteworthy that use of the nRef increased the validation rate for every iPAS candidate investigated.
Taking the consensus of somatic SNV detection programs was found to be a powerful method for increasing the validation rate while maintaining maximum sensitivity.
Although this approach significantly increased the validation rate from 27%to63%3%, the effect on TP dropout was also significant (34%) (see Additional file 1: Table S6).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com