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When we use a network approach to expand the original datasets of DE genes to large gene networks using available interactome data, a higher agreement between datasets is achieved.
High quality of the datasets is achieved in ENSEMBL in a series of stages.
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The proportion of variance explained differed considerably between models but a consistently high AUC for both calibration and evaluation datasets was achieved for the majority of the 25, with resulting values ranging from 0.58 to 0.96.
The model-fitting results are reported in Table 2; this shows that close matches to each of the three patient datasets were achieved by the simulator.
Creation of datasets was achieved by using the parameter scan task of COPASI tool [ 49].
The best overall performance in the classification of the nine proxy datasets was achieved by the transformed FIS based on the GOMF.
The best recall on both datasets was achieved by the dictionary-based method 2 with the section names from the training set and SecTag.
When the PPIs with weights larger than or equal to threshold -0.6 are added, ClusterONE achieves the highest average MMR improvement on all five PPI datasets: the average improvements of 2.938 and 3.976 percentage units in Accuracy and MMR over that on the original datasets are achieved on the new datasets.
Because of the scope of this project, we would not be able to add additional mice in the event of experimental animals dying, which is why we have attempted to estimate a sufficient number of animals to ensure a fully powered dataset is achieved at the end of the experiment.
The state-of-art results, i.e. the average class accuracy of 80.8% in the International Conference on Pattern Recognition (ICPR) 2012 dataset and the mean class accuracy of 85.1% in the Indirect Immunofluorescence Image (I3A) dataset, were achieved.
The most objective discrimination between false and true changes in a dataset was achieved by using a "spike-in" experimental procedure based on Affimetrix GeneChip technology [10], [11], [12].
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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