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Looking at the biological functions of the genes most influenced by the discriminant components we can try and give a functional characterization to the obtained discrimination.
PCA defines single genes in the space of component scores, allowing for a biological association of components to groups of genes having the highest absolute scores and thus permitting a biological interpretation of the obtained discrimination.
All questionnaire items obtained discrimination scores above 0.25.
In fact, when we customized logistic models without transforming regression coefficients into integer scores, we obtained discrimination performance only slightly worse than that of the Bayesian model; however, in this case statistical comparison of ROC areas did not indicate significant differences.
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Combining with nine cross-reactive BODIPY fluorescent indicators and array technologies-based pattern-recognition, we have obtained the discrimination capability of seven different heavy-metal ions at their wastewater discharge standard concentrations.
Broadly speaking, the functional network recruited during simple singing (compared to voice perception) obtained before discrimination training replicated the results that we found during simple singing tasks in our previous studies [18], [19] and other singing tasks [16], [17].
Therefore, using the second derivative, stable Raman chemical images not affected by the background spectrum can be obtained, and discrimination between the object and the background was enhanced.
Unbiased analyses by Pathway Studio of the gene sets obtained by discrimination of RA from OA and CG with rule-based classifiers resulted in the identification of the pathogenetically and/or therapeutically relevant interferon-gamma and GM-CSF pathways.
Other sources of information, such as linguistic information, are needed in order to obtain better discrimination results in valence dimension [31].
The table shows that we can obtain reasonable discrimination, with all the UXO once again correctly identified, but the increased number of false alarms and the very high capacity needed (four orders of magnitude larger than the previous ones) indicate that this combination of parameters may not be optimal and that this machine is prone to overfitting.
Using these primers it was not possible to obtain reliable discrimination of alleles.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com