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In this paper we present a comprehensive approach to speed up and parallelize all the computational intensive steps of the inner loop in Figure 1, while maintaining the single-rate characteristic and thus the reliable SPICE accuracy of the algorithm.
One of the labor intensive steps of YTH analysis is designing the bait clone construction to establish directional and in-frame cloning.
All compute intensive steps of the reconstruction algorithm have a high degree of locality: A major part of the operations, e.g. the assembly of the system matrices or the sensitivity, can be performed in an element-by-element fashion.
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However, the current post-deposition annealing treatment is still an energy intensive step of the manufacturing process.
The sulfuric acid dissociation reaction, via which the production of SO2 and O2 is achieved, is the most energy intensive step of the so-called sulfur-based thermochemical cycles for the production of hydrogen.
However, all took the approach of randomly subsampling from either the fastq or alignment file, and then reperforming the analysis, including the computationally intensive step of matching reads to genes, on each file.
We believe that the design of aptamer-based molecular probes that do not require the labour-intensive steps of isolating and purifying complex markers or targets represents a potentially useful method in the rapid screening and detection of foodborne pathogens.
Components and materials can under some circumstances be reused, without the energy-intensive step of recycling.
Ethanol, the most popular and commercial biofuel, has long been refined out of plant matter, but it requires the costly, energy-intensive step of distilling every molecule of water out of the solution.
This avoids the labor and time-intensive step of having a histological expert manually interpret hundreds of ion images and the potential risk for human bias that comes with it.
Circumventing the labour-intensive step of producing a specific repeat library for expert annotation, an MDR index provides an elegant and efficient resource for the identification of repetitive and low-copy (i.e. potentially gene-containing sequences) regions in uncharacterised genomic sequences.
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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