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The obtained results are convincing, both in terms of flexibility and easiness at implementation, and in terms of efficiency, quality and robustness of the provided solutions at run time.
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Sensitivity analyses performed to assess the robustness of the results provided findings similar to the main analyses.
Simulation experiments indicated that subsampling can be applied to sets of normally distributed values without loosing the statistical robustness of the comparisons, provided that relatively large subsets of data are retained (e.g. equal or greater than 100 individual values; see Additional file 2).
These data indicate the robustness of the protocol providing a valuable tool for the generation of clinical-grade hematopoietic cells from pluripotent cells.
Our algorithm measured the robustness of evidence provided by the spliced EST annotations and incorporated evidence from annotations of UCSC Known Genes and GenBank mRNA.
Numerical experiments that confirm the effectiveness and the robustness of the approach are provided.
To illustrate the power and robustness of the method, we provided several examples covering 8 years of data from each of four communities covering a large range of population size.
In order to assess the robustness of, and provide additional support for, the site-based score we compared it with a sliding window score based on dN/dS ratio (non-synonymous to synonymous nucleotide substitution ratio) in sliding windows along the gene sequence.
In this paper we show that the robustness of anycast services provided via such anycast architectures can be significantly improved by using SCTP transport layer facilities.
Furthermore, the robustness of the graphenated structure provides stability and durability in acidic electrolyte during long-term battery operation, facilitating stable cycling performance for 200 cycles at high current rates.
It is shown that the inherent robustness of the SMC design provides a convenient way to design controllers without gain scheduling, with a steady-state response that is comparable to that of a conventional gain-scheduled approach with integral control, but with improved transient performance.
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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