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Incorrectly predicted examples are selected more frequently than correctly predicted examples.
Indeed, for some of these predicted examples, the regions did indeed form helix upon binding to their partners [ 130, 131].
The majority of current evaluation approaches are performed without regard to which biological processes are represented in the set of true positives (correctly predicted examples), and thus they are often unknowingly skewed toward particular processes.
Figure 4 shows some correctly predicted examples of k-step reaction sequences that corresponds to reaction modules, with the k-step-specific substructures and reaction centers highlighted in green and red, respectively.
Multiple alignment of all predicted examples revealed length heterogeneity ranging from 34 to 78 residues, with extreme sequence diversity upstream of a carboxyl-terminal 23-amino acid region of extremely strong sequence conservation, suggesting that the extended, unalignable N-terminal regions largely reflect incorrect start site predictions.
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Recall: Recall indicates the ratio of the true examples found from the predicted positive examples, that is out of n positive examples how many positive examples were found.
The Receiver Operator Characteristic curves (ROC) present how the number of correctly classified positive examples varies with the number of incorrectly predicted negative examples.
Based on these calculations, the Davis model predicted, for example, a stress reduction with increasing ion energy.
The figure demonstrates the benefit in terms of the number of correctly predicted positive examples upon employing our method (EASE-AA).
The figure demonstrates the benefit in terms of the number of correctly predicted positive examples upon employing the methods with multiple models.
None predicted, for example, that by year-end, the market would fall.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com