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A pre-designed trauma quality improvement data set was used for all 103 injured patients admitted to Asir Central Hospital, Saudi Arabia, who were involved in a single motor vehicle crash.
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There are three obvious areas for improvement: (i) reduce data set sizes without any loss of information (also reducing long-term data storage costs), (ii) eliminate the need for sequential access and (iii) organize data to allow for rapid analysis.
*Calculated from the full Australian dairy herd improvement scheme (ADHIS) data set It is important to note that the realised accuracy was calculated as r(GEBV, ABV) in the validation data set, which does not take into account the fact that the ABV have less than perfect correlation with true breeding values.
The ANN training methods used in this work have since fallen out of favour, this is another example where modern deep neural networks could yield accuracy improvements, if the data set were made available and ideally enlarged.
The combination of the LBPruns and COLD features provides a significant improvement on the CERUG data set, handwritten documents on which contain a large number of irregular-curvature strokes.
Given the range of changes in hERG inhibition IC50s observed in our data set, improvements by 2- and 3-fold are notable.
We suggest that there is an excellent basis and larger experimental data set for improvement of the cTP cleavage site predictor.
10.7554/eLife.08490.013 Figure 3. Extrachromosomal prophages in VirSorter curated data set and improvement in virome affiliation.
From Table 3, we can see that while AFE already achieves a relative improvement of 67.1% over the baseline, the application of EMD further improves the performance, achieving further improvements in Sets A and C. The improvement on the most mismatched test data set (Set C) is the most significant (from 85.6 to 86.1%).
This differentiation in the magnitude of concordance improvement, along with the fact that performing trimming leads to a more significant improvement in reads' quality for S2 data set, further indicates that Novoalign is more sensitive towards the changes in sequencing quality.
The most striking performance improvement is achieved on the vowel data set [8].
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com