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Finding links with macroclimatic factors would allow not only prediction of activity but also the effects of any climate change over these communities.
Also, it is generally agreed that the formalisms should support several kinds of reasoning, and, in particular, not only prediction and plan verification but retrodiction, i.e., construction of a sequence of states and actions from partial information, presented in narrative form.
In this study however, the basic echo-state network architecture is being adapted so that not only prediction by the network of future states is possible, but finding solutions to classification problems becomes possible too.
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Text mining for GO annotation might thus expand to include not only predictions for experimentally supported annotations but also predictions for other annotations supported by the text of a paper such as those described from previously published results.
This goal is achieved in a reasonable way by taking into account not only point prediction but the whole predictive distribution.
Taken together, these results indicate that the establishment of molecular subgroups of CRC based on KRAS and BRAF mutation status can supply important information, not only in prediction of the EGFR-treatment response but also in prediction of patient prognosis.
The improvement over GENSCAN and TWINSCAN demonstrates that the method can not only benefit prediction methods based on a single organism, but also benefit prediction methods based on comparative genomics.
Our proposed approaches provide valuable tools not only for prediction of phenotypes and revealing genomic content underlying complex physiological characteristics but also for prediction of orthologs in the genomes, and functions of unknown domains and hypothetical proteins.
It is clear that this guarantees not only individual predictions but also the prediction of the means.
Compared to its predecessors, Vina features optimized sampling algorithms, new scoring functions, and a support for multithreading to achieve not only higher prediction accuracy but also a significantly improved performance [41].
This technique enables not only viable prediction of physicochemical properties of the molecules, but also effective database mining, being particularly useful tool in search for ligands of desired activity.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com