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Multidimensional scaling of 1107 tumours based upon the expression of all common probesets between the three arrays (22,215) demonstrated that global gene expression is highly influenced by dataset, with tumours clustering by study (Fig. 3A), again suggesting a systematic, dataset-specific bias.

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Many empirical models simulate gene flow well, although their utility is often restricted by datasets with limited environmental variability or spatial scale.

The former is biased by the fact that the datasets do not all contain the same number of queries, while the latter is biased by datasets with a small number of queries that differ.

As mapping is best supported by datasets with a rectangular distribution to increase the predictive performance of the final algorithm across the entire spectrum of scores, this diversity is likely to have contributed to the consistently strong mapping results seen across regression approaches and item and domain level models.

Therefore, we applied CFS to each input generated by Dataset Algorithm, with a different input for each of the four ligands.

The accuracy of phasing was affected by dataset size, with lower accuracy for dataset sizes less than 1000, but was not affected by effective population size, family data structure, presence or absence of pedigree information, and SNP density.

In all analyses, the earliest divergence separated G. bengalensis from all other Gyps taxa; however, whether the next divergence is for G. africanus or G. himalayensis/ G. f. fulvescens varies by dataset analyzed, with G. africanus divergence supported as the second divergence within Gyps by cytB and ND2 combined as well as the cytB, ND2 and CR combined dataset.

Network is trained by 150 dataset with 458 epochs and tested it by 20 dataset.

These sequences certainly do not represent a comprehensive or uniform sample of the T. gondii proteome and thus, no assumptions can be made about the quality of the sequences or coverage of the proteome by this dataset with respect to the predicted datasets.

The results of our cross-domain substitution model analysis are interesting as there are noticeable differences in the groups of models selected by each dataset with no single matrix emerging as the best for any of the datasets.

In such situation, the construction of tree ensemble may be largely driven by the dataset with more samples while the signals embedded in the smaller dataset may be concealed.

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