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As both of the evaluated datasets feature many turns in quick succession due to the suburban environment, this is not readily apparent from the performance numbers.
Two distinct failure modes were apparent from the performance of the four other assemblers.
However, the over-fitting problem is not apparent from the performance results reported in the original studies.
This is most apparent from the performance of EASE-SS which achieved an MCC of 0.43, 0.40, and 0.39 for helical, sheet, and coil residues, respectively.
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Directed evolution in presence of a comprehensive solution of inhibitor cocktail extends the tolerance limits of yeast cells towards three different inhibitor categories which were apparent from improved performance of evolved strains, even though all the strains had similar HMF conversion rates.
It is apparent from the tables that the discrimination performance is non-symmetric, i.e. a Random Forest trained on ligand 1 may have poor selectivity for ligand 2 but one trained on ligand 2 may be good at rejecting ligand 1 binding sites in favor of the correct ligand 2 sites.
In turn, a localized performance metric, such as the Spearman correlation coefficient among the top and bottom 10% individuals, could detect regional patterns that may not be necessarily apparent from overall performance metrics, such as cross-validation predictive ability.
Apparent performance is the performance of the prediction model in the development data.
Survey data shows somewhat lower national coverage figures, but more important, reveals substantial performance variations within the country that are not apparent from the national figures.
Visual from the performance.
Visuals from the performance.
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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