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The optimizations show that no modeling compromises are required to apply MDT to large vocabulary recognition and that, on noisy data, any additional computational cost in likelihood calculation is easily recovered by a reduction in the search effort.
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Calculations are easily performed on a desktop computer.
Furthermore, the technical reproducibility of the 12-gene signature needs to be further studied; however, because there is no need for normalisation genes, the assay and associated statistical calculations are easily handled.
Because the RARBIS does not require a physician's assessment for its calculation, it is easily applied retrospectively to medical records.
AshCalc consists of a graphical user interface (Figure 1), as well as the python source code for the calculations which is easily extensible and able to be integrated into other projects.
By choosing (l=n-k) in (33), using the conditions in (34), and some calculations, equation (35) is easily obtained.
Their calculations indicated that C is easily formed on a uniform 1 : 1 NiCu surface but unfavourable on a Cu-rich NiCu surface.
The similarity calculation can be easily parallelized to further increase the throughput, and, therefore the approach should be fast enough for real-world applications.
If the number of a larger ring, e.g., 14- to 16-membered ring macrolides, is required, the calculation can be easily achieved by passing the parameter of an n value that is larger than 12 without modifying the source code.
The calculation can be easily generalized for input patterns that push g above and below g 0 multiple times, although they will be non-optimal by our earlier arguments.
Moreover, data for calculation may be easily obtained from published CRT.
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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