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The model predictions obtained at the collective scale were compared to the experimental values for (a) the mean latency of the first follower's departure (Fig. 3, middle column) and (b) the mean duration from the trained individual's departure to the last follower's (Fig. 3 right column).
The relative benefit of genomic predictions obtained at different marker densities will be evaluated when more information is available.
A comparison of these numbers with the predictions previously obtained in the initial paper describing our method, in which we used the UniprotKB (update 2012_02) from February 2012 [ 27], illustrates the increase in the number of predictions between these two versions in just twenty months, totaling an increment of more than 61% from the approximately 17400 predictions obtained at that time.
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The Nagelkerke R was 0.005 indicating that 0.5% of variance in the phenotype could be explained by SNPs within PT < 0.01 of the GENDEP polygenic score, with no significant prediction obtained at other P value thresholds.
Thanks to such a large data set, the selection of such relevant SAs can be carried out looking at the predictions obtained by cross-validating the SVM classifier on the training set; they are representative of its general prediction ability, so a filter fixing inaccuracies of such predictions will probably provide even for defects of the real model.
To further improve the 'precision' and 'recall' rates, predictions obtained from the selected tools at their optimal scores were combined.
This leads to increased uncertainty in the model which we estimate by comparing the model predictions obtained using atmospheric soundings taken at 0000 and 1200 on 22 May 2010, with fixed source conditions.
An advantage of influenza virus genomes for bioinformatics studies is its high evolutionary rate, which allows for predictions obtained from all available data at a certain time to be checked within just a few years by using data newly accumulated after the first publication.
The dataset used for training and validation, the predictions obtained and the network final network are available at http://bioinformatics.ua.pt/software/oralint.ua.pt/software/oralint
In Figure 5 we show the next day predictions obtained exploiting different models, but with a fixed time window, for the time series at (h: 14 00).
Quality-of-life predictions were obtained at weeks 13 and 26 for all subjects (in both control and CGM arms) as if they belonged to either trial arm.
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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