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Time series and regression analysis are used to select the best set of inputs among the input candidates.
From 11 input candidates, the most important and selected input variables were pH, temperature, water discharge, sodium, and sum of calcium and magnesium.
From 11 input candidates, pH, temperature, water discharge, sodium, and sum of calcium and magnesium concentrations, for a set of recorded data from 1984 to 2008 in the Asi River (also referred to as Orontes River), were used as input parameters to predict EC.
Strikingly, one of the input candidates we identified was the output neurons from the α1 compartment of the MB (MBON-α1).
The goal of gene prioritization is to identify the most relevant genes for a particular phenotype or a disease of interest, from a large set of input candidates, for example, resulting from a high-throughput genomics experiment.
For each of the test cases, they identified genes already associated with the respective disease (training genes), collected disease-related keywords from databases such as OMIM [ 48], and gathered input candidates by taking all genes from a 10Mbp region around each disease gene in the validation set.
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Informed by this community input, candidate interventions might be discussed with service workers and planners.
In all our experiments, ensembles of 100 trees were grown and the main parameter K of the Extra-Trees was set to the number of input candidate regulators.
The input candidate gene lists were processed into different tiers of evidence consistency established by enrichment analysis across subsets of the same experiments and across different experiments and platforms.
Our latest analyses on DAVID indicated 4 10% of the input gene candidates (varied by identifier types) are not recognized.
Using the Genevestigator Refgene tool with Arabidopsis microarray data from Potyvirus-infected Arabidopsis as input data, candidate reference genes with stable expression pattern were selected as potential internal controls for the cassava – Cassava brown streak virus (CBSV; genus Ipomovirus; family Potyviridae) pathosystem.
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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