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More questions than answers seem to have sprouted from the abundant experimental data available, which impedes model development.
The delicately-designed confined compression test provides abundant experimental data for proving the validity of the proposed modelling technique.
On the basis of abundant experimental data, the article calculates the membership cloud eigenvalue of the related parameters, summarizes the inference mechanism of the car following cloud based on behavior rules, and finally constructs the car following cloud model (CFCM).
We drew freely from the abundant experimental data accumulated in the literature regardless of the method used to generate them.
Repeated time-series experiments were done using in-house oligonucleotide DNA microarray which contains a limited number of genes (NCBI Gene expression omnibus, GSE5794, released), since the Bayesian method requires abundant experimental data sets to obtain statistically significant results.
Liu et al. concluded that NKILA interferes with pathways that involve NF-κB function, and we feel that in essence this conclusion can be believably deduced from their abundant experimental data.
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We expect that the performance of our extended solvent-contact model will be further enhanced considerably in the future in the presence of abundant experimental ΔG hyd data for IHB molecules.
Abundant clinical and experimental data implicate luminal bacteria or bacterial products in both the initiation and perpetuation of chronic intestinal inflammation [ 2- 4].
Using our model we find that complex levels are most sensitive to fluctuations in the levels of the least abundant protein, and indeed, experimental data show significantly smaller noise in the levels of the least abundant protein in a complex.
While genome-wide experimental data is abundant in model organisms such as S. cerevisiae and E. coli, information is often limited for newly sequenced organisms, which precludes the use of such data for identification of genes essential for survival.
In our opinion, these results suggest that small FBA models can be a valuable tool in scenarios of data scarcity —where measurable fluxes are scarce, models are small and general, and experimental data is not abundant—, which are common circumstances in industrial environments and pilot laboratories.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com